Merge branch 'feature/phase-2-position-nullability-fix' into develop

README.md

@@ -1,40 +1,24 @@
 # HoopScout v2
 
-HoopScout v2 has completed its phase-0 workflow foundation and is now using accepted phase-1 decisions to guide implementation planning. The repository remains repository-owned, portable across machines, and explicit about how humans and Codex should work.
+HoopScout v2 is a Django/PostgreSQL scouting application developed through a repository-first workflow. The repo keeps both implementation guidance and Codex collaboration rules in version control so the project stays portable across machines.
 
-The current goal is to maintain:
+## Current MVP
-- Codex-assisted development
-- custom agent usage
-- repeatable task execution
-- repository-owned instructions
-- machine portability
-- branch discipline
-- implementation guidance driven by accepted ADRs
 
-## Current Phase
+The current application baseline provides:
+- containerized local development
+- curated sample seed data for manual exploration
+- player scouting search with player, context, and stat filters
+- wingspan-aware player filtering (`min_wingspan_cm` / `max_wingspan_cm`)
+- matching season/team/competition context on search results
+- result sorting and pagination
+- login/logout with Django built-in authentication
+- user-scoped shortlist favorites
+- user-scoped plain-text scouting notes on player detail pages
+- user-scoped saved searches (save, rerun, delete)
+- first real-data ingestion command baseline (`import_hoopdata_demo_competition`) with idempotent source-identity mapping
+- first public European importer (`import_lba_public_serie_a`) for LBA Serie A player-stat scope with idempotent external-ID binding
 
-Phase 0 established the working method for the repository. Phase 1 has already added accepted technical decisions for:
+Accepted technical and product-shaping decisions live in:
-- architecture principles
-- technical decision process
-- runtime and development stack
-- initial project structure
-- containerized developer workflow
-- configuration and environment strategy
-
-Current work should follow those accepted decisions rather than re-deciding them informally.
-
-## Workflow Foundation
-
-The repository still depends on the phase-0 foundation for:
-- repository workflow
-- branch policy
-- Codex project configuration
-- agent roles
-- reusable task-closeout behavior
-- machine setup guidance
-- documentation discipline
-
-Key decision references:
 - `docs/ARCHITECTURE.md`
 - `docs/ARCHITECTURE_PRINCIPLES.md`
 - `docs/DECISION_PROCESS.md`
@@ -42,105 +26,78 @@ Key decision references:
 
 ## Repository Structure
 
-The repository is organized to keep durable workflow guidance and technical decision records in version control and portable across machines.
-
 ```text
 .
 |-- .codex/
 |-- .agents/skills/
+|-- app/
+|   |-- hoopscout/
+|   `-- scouting/
 |-- docs/
+|-- infra/
 |-- scripts/
+|-- tests/
 |-- AGENTS.md
 |-- Makefile
-|-- README.md
+`-- README.md
-|-- .editorconfig
-`-- .gitignore
 ```
 
-- `.codex/` stores repository-scoped Codex configuration and agent definitions.
+- `app/hoopscout/` contains the Django project settings and root URLs.
-- `.agents/skills/` stores reusable skills for repeatable repository workflows.
+- `app/scouting/` contains the scouting domain models, views, templates, management commands, and tests tied to the app.
-- `docs/` stores workflow, architecture, ADRs, machine setup, and task execution guidance.
+- `infra/` contains the local Docker Compose and image setup.
-- `scripts/` stores repository utility scripts such as local checks.
+- `docs/` contains workflow and ADR documentation.
-- `AGENTS.md` defines repository-wide agent behavior and task rules.
+- `scripts/` contains repository checks such as `make doctor`.
-- `Makefile` exposes standard project commands.
+
-- `README.md` introduces the repository and current phase.
+## Local Development
-- `.editorconfig` provides shared formatting defaults.
+
-- `.gitignore` defines ignored files for the repository.
+1. Start the stack with `docker compose --env-file .env -f infra/docker-compose.yml up -d --build`.
+2. Apply migrations with `docker compose --env-file .env -f infra/docker-compose.yml exec -T app python manage.py migrate`.
+3. Load sample data with `docker compose --env-file .env -f infra/docker-compose.yml exec -T app python manage.py seed_scouting_data`.
+4. Create a local user with `docker compose --env-file .env -f infra/docker-compose.yml exec -T app python manage.py createsuperuser` if you need a development login.
+5. Visit `http://127.0.0.1:8000/players/` to explore the scouting search MVP.
+6. Use player-level filters (including wingspan), context filters, and stat filters to run scouting searches with sorting and pagination.
+7. Log in at `http://127.0.0.1:8000/accounts/login/` to manage your own shortlist, notes, and saved searches.
+8. Save useful filter combinations from the player search page, rerun them later, or delete them.
+9. Open player detail pages to review context rows and create user-scoped notes.
+10. Use `http://127.0.0.1:8000/favorites/` to review your user-scoped shortlist.
+
+First real-data importer (ADR-0009 baseline):
+- default sample snapshot import:
+  `docker compose --env-file .env -f infra/docker-compose.yml exec -T app python manage.py import_hoopdata_demo_competition`
+- explicit input path import:
+  `docker compose --env-file .env -f infra/docker-compose.yml exec -T app python manage.py import_hoopdata_demo_competition --input /app/scouting/sample_data/imports/hoopdata_demo_serie_a2_2025_2026.json`
+
+First public European importer (LBA Serie A scope):
+- live public-source import (season start year 2025):
+  `docker compose --env-file .env -f infra/docker-compose.yml exec -T app python manage.py import_lba_public_serie_a --season 2025`
+- deterministic local-fixture import:
+  `docker compose --env-file .env -f infra/docker-compose.yml exec -T app python manage.py import_lba_public_serie_a --season 2025 --fixture /app/scouting/sample_data/imports/lba_public_serie_a_fixture.json`
+- note: when the public source does not expose a player position, HoopScout keeps `position` empty instead of fabricating a value.
+
+Legacy shared favorites and notes from the pre-auth MVP are cleared by the early-stage ownership migration so the app can move cleanly to user-scoped data.
 
 ## Workflow
 
-Protected branches:
+- `main` is the stable branch.
-- `main`
+- `develop` is the integration branch.
-- `develop`
+- normal work goes through `feature/*` branches created from `develop`.
+- run `make doctor` before or during local setup to confirm the repository foundation is present.
 
-Normal work goes through `feature/*` branches created from `develop`. Tasks should be completed on the task branch, committed there, and merged back into `develop` when done.
+Durable project behavior belongs in the repository, especially:
+- `AGENTS.md`
+- `.codex/`
+- `.agents/skills/`
+- `docs/`
 
-## Working with Codex
+Local-only responsibilities still include authentication, personal editor setup, shell aliases, and secrets.
-
-Durable project behavior should live in the repository so that work remains consistent across machines and contributors.
-
-Repository-owned configuration examples:
-- task workflow
-- branch strategy
-- coding process
-- agent roles
-- reusable skills
-- machine setup instructions
-- test and validation instructions
-
-Local-only configuration examples:
-- Codex authentication
-- personal shell aliases
-- editor preferences
-- secrets and API keys
-- machine-specific customizations not documented as shared examples
-
-## New Machine Setup
-
-When starting on a new machine:
-1. Clone the repository.
-2. Authenticate Codex locally.
-3. Checkout the correct branch, typically `develop` or the assigned task branch.
-4. Read `AGENTS.md`, `docs/WORKFLOW.md`, `docs/MACHINE_SETUP.md`, `docs/TASK_TEMPLATE.md`, and the current architecture/ADR documents.
-5. Run `make doctor` to validate the local repository bootstrap before starting a task.
-
-## Codex Task Style
-
-Codex tasks in this repository should follow this order:
-1. Confirm branch strategy.
-2. State the branch being used.
-3. List the files to change.
-4. Explain the design briefly.
-5. Make the requested changes.
-6. Update tests and docs when relevant.
-7. Provide the commit message used.
-8. Confirm the merge target.
-9. Stop.
-
-## Local Checks
-
-Run `make doctor` as part of machine/bootstrap validation to confirm the repository foundation is present and aligned.
-
-## Current Status
-
-The repository currently provides:
-- repository bootstrap and workflow foundation
-- Codex/agent collaboration setup
-- portable development baseline
-- accepted phase-1 technical decisions for future implementation work
-
-## Decision Baseline
-
-Future implementation work should follow the accepted ADR baseline unless a later ADR supersedes it.
 
 ## Contributing
 
-To contribute in the current phase:
 - read `AGENTS.md`
 - read `docs/WORKFLOW.md`
 - read the current ADR set in `docs/adr/`
 - create a task branch from `develop`
-- keep tasks narrowly scoped
+- keep tasks narrowly scoped and aligned with accepted decisions
 
 ## License
 

app/hoopscout/settings.py

@@ -66,3 +66,7 @@ USE_TZ = True
 STATIC_URL = "static/"
 
 DEFAULT_AUTO_FIELD = "django.db.models.BigAutoField"
+
+LOGIN_URL = "login"
+LOGIN_REDIRECT_URL = "scouting:player_list"
+LOGOUT_REDIRECT_URL = "scouting:player_list"

app/hoopscout/urls.py

@@ -1,6 +1,10 @@
 from django.contrib import admin
-from django.urls import path
+from django.contrib.auth import views as auth_views
+from django.urls import include, path
 
 urlpatterns = [
     path("admin/", admin.site.urls),
+    path("accounts/login/", auth_views.LoginView.as_view(template_name="registration/login.html"), name="login"),
+    path("accounts/logout/", auth_views.LogoutView.as_view(), name="logout"),
+    path("", include("scouting.urls")),
 ]

app/scouting/admin.py

@@ -2,7 +2,9 @@ from django.contrib import admin
 
 from .models import (
     Competition,
+    FavoritePlayer,
     Player,
+    PlayerNote,
     PlayerSeason,
     PlayerSeasonStats,
     Role,
@@ -26,8 +28,10 @@ class SpecialtyAdmin(admin.ModelAdmin):
 
 @admin.register(Player)
 class PlayerAdmin(admin.ModelAdmin):
-    list_display = ("full_name", "nationality", "birth_date")
+    list_display = ("full_name", "position", "nationality", "birth_date")
     search_fields = ("full_name", "first_name", "last_name", "nationality")
+    list_filter = ("position",)
+    filter_horizontal = ("roles", "specialties")
 
 
 @admin.register(Competition)
@@ -38,9 +42,8 @@ class CompetitionAdmin(admin.ModelAdmin):
 
 @admin.register(Team)
 class TeamAdmin(admin.ModelAdmin):
-    list_display = ("name", "competition", "country")
+    list_display = ("name", "country")
     search_fields = ("name", "country")
-    list_filter = ("competition",)
 
 
 @admin.register(Season)
@@ -51,10 +54,9 @@ class SeasonAdmin(admin.ModelAdmin):
 
 @admin.register(PlayerSeason)
 class PlayerSeasonAdmin(admin.ModelAdmin):
-    list_display = ("player", "season", "team", "competition", "position")
+    list_display = ("player", "season", "team", "competition")
-    list_filter = ("season", "competition", "position")
+    list_filter = ("season", "competition")
     search_fields = ("player__full_name", "team__name", "competition__name")
-    filter_horizontal = ("roles", "specialties")
 
 
 @admin.register(PlayerSeasonStats)
@@ -68,3 +70,15 @@ class PlayerSeasonStatsAdmin(admin.ModelAdmin):
         "blocks",
     )
     search_fields = ("player_season__player__full_name", "player_season__season__name")
+
+
+@admin.register(FavoritePlayer)
+class FavoritePlayerAdmin(admin.ModelAdmin):
+    list_display = ("user", "player", "created_at")
+    search_fields = ("user__username", "player__full_name")
+
+
+@admin.register(PlayerNote)
+class PlayerNoteAdmin(admin.ModelAdmin):
+    list_display = ("user", "player", "created_at", "updated_at")
+    search_fields = ("user__username", "player__full_name", "body")

app/scouting/forms.py

@@ -0,0 +1,84 @@
+from __future__ import annotations
+
+from datetime import date
+
+from django import forms
+
+from .models import Competition, Role, Season, Specialty, Team
+
+
+class PlayerSearchForm(forms.Form):
+    SORT_CHOICES = [
+        ("name_asc", "Name (A-Z)"),
+        ("name_desc", "Name (Z-A)"),
+        ("age_youngest", "Age (youngest first)"),
+        ("height_desc", "Height (tallest first)"),
+        ("weight_desc", "Weight (heaviest first)"),
+        ("points_desc", "Matching context points (high to low)"),
+        ("assists_desc", "Matching context assists (high to low)"),
+        ("ts_pct_desc", "Matching context TS% (high to low)"),
+        ("blocks_desc", "Matching context blocks (high to low)"),
+    ]
+
+    name = forms.CharField(required=False, label="Name")
+    sort = forms.ChoiceField(required=False, choices=SORT_CHOICES, initial="name_asc")
+
+    position = forms.ChoiceField(
+        required=False,
+        choices=[("", "Any")] + [
+            ("PG", "PG"),
+            ("SG", "SG"),
+            ("SF", "SF"),
+            ("PF", "PF"),
+            ("C", "C"),
+        ],
+    )
+    role = forms.ModelChoiceField(required=False, queryset=Role.objects.none())
+    specialty = forms.ModelChoiceField(required=False, queryset=Specialty.objects.none())
+
+    min_age = forms.IntegerField(required=False, min_value=0)
+    max_age = forms.IntegerField(required=False, min_value=0)
+    min_height_cm = forms.DecimalField(required=False, max_digits=5, decimal_places=2)
+    max_height_cm = forms.DecimalField(required=False, max_digits=5, decimal_places=2)
+    min_weight_kg = forms.DecimalField(required=False, max_digits=5, decimal_places=2)
+    max_weight_kg = forms.DecimalField(required=False, max_digits=5, decimal_places=2)
+    min_wingspan_cm = forms.DecimalField(required=False, max_digits=5, decimal_places=2)
+    max_wingspan_cm = forms.DecimalField(required=False, max_digits=5, decimal_places=2)
+
+    competition = forms.ModelChoiceField(required=False, queryset=Competition.objects.none())
+    season = forms.ModelChoiceField(required=False, queryset=Season.objects.none())
+    team = forms.ModelChoiceField(required=False, queryset=Team.objects.none())
+
+    min_points = forms.DecimalField(required=False, max_digits=6, decimal_places=2)
+    min_assists = forms.DecimalField(required=False, max_digits=6, decimal_places=2)
+    min_steals = forms.DecimalField(required=False, max_digits=6, decimal_places=2)
+    max_turnovers = forms.DecimalField(required=False, max_digits=6, decimal_places=2)
+    min_blocks = forms.DecimalField(required=False, max_digits=6, decimal_places=2)
+
+    min_efg_pct = forms.DecimalField(required=False, max_digits=5, decimal_places=2)
+    min_ts_pct = forms.DecimalField(required=False, max_digits=5, decimal_places=2)
+    min_plus_minus = forms.DecimalField(required=False, max_digits=7, decimal_places=2)
+    min_offensive_rating = forms.DecimalField(required=False, max_digits=7, decimal_places=2)
+    max_defensive_rating = forms.DecimalField(required=False, max_digits=7, decimal_places=2)
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(*args, **kwargs)
+        self.fields["role"].queryset = Role.objects.order_by("name")
+        self.fields["specialty"].queryset = Specialty.objects.order_by("name")
+        self.fields["competition"].queryset = Competition.objects.order_by("name")
+        self.fields["season"].queryset = Season.objects.order_by("-start_year")
+        self.fields["team"].queryset = Team.objects.order_by("name")
+
+    @staticmethod
+    def birth_date_upper_bound_for_age(min_age: int) -> date:
+        today = date.today()
+        return today.replace(year=today.year - min_age)
+
+    @staticmethod
+    def birth_date_lower_bound_for_age(max_age: int) -> date:
+        today = date.today()
+        return today.replace(year=today.year - max_age - 1)
+
+
+class SavedSearchForm(forms.Form):
+    saved_search_name = forms.CharField(required=True, max_length=120, label="Save current search as")

app/scouting/importers/__init__.py

@@ -0,0 +1 @@
+"""Importer modules for source-scoped real-data ingestion flows."""

app/scouting/importers/hoopdata_demo.py

@@ -0,0 +1,330 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from datetime import date
+from decimal import Decimal
+
+from django.db import transaction
+
+from scouting.models import (
+    Competition,
+    ExternalEntityMapping,
+    Player,
+    PlayerSeason,
+    PlayerSeasonStats,
+    Season,
+    Team,
+)
+
+
+@dataclass
+class ImportSummary:
+    players_created: int = 0
+    players_updated: int = 0
+    teams_created: int = 0
+    teams_updated: int = 0
+    contexts_created: int = 0
+    contexts_updated: int = 0
+
+
+def parse_date(value: str | None) -> date | None:
+    if not value:
+        return None
+    return date.fromisoformat(value)
+
+
+def parse_decimal(value) -> Decimal | None:
+    if value in (None, ""):
+        return None
+    return Decimal(str(value))
+
+
+class ImportValidationError(ValueError):
+    pass
+
+
+class HoopDataDemoCompetitionImporter:
+    """Source-specific MVP importer for one competition snapshot payload."""
+
+    EXPECTED_SOURCE_NAME = "hoopdata_demo"
+
+    def __init__(self, payload: dict):
+        self.payload = payload
+        self.summary = ImportSummary()
+
+    @transaction.atomic
+    def run(self) -> ImportSummary:
+        self._validate_payload_shape()
+
+        source_name = self.payload["source_name"]
+        competition = self._upsert_competition(source_name, self.payload["competition"])
+        season = self._upsert_season(self.payload["season"])
+
+        for player_record in self.payload["players"]:
+            team = self._upsert_team(source_name, player_record["team"])
+            player = self._upsert_player(source_name, player_record)
+            context = self._upsert_player_season(
+                source_name=source_name,
+                competition=competition,
+                season=season,
+                team=team,
+                player=player,
+                player_record=player_record,
+            )
+            self._upsert_player_season_stats(context=context, player_record=player_record)
+
+        return self.summary
+
+    def _validate_payload_shape(self) -> None:
+        if self.payload.get("source_name") != self.EXPECTED_SOURCE_NAME:
+            raise ImportValidationError(
+                f"Expected source_name='{self.EXPECTED_SOURCE_NAME}', got '{self.payload.get('source_name')}'."
+            )
+
+        required_root_keys = ["competition", "season", "players"]
+        for key in required_root_keys:
+            if key not in self.payload:
+                raise ImportValidationError(f"Missing root key '{key}'.")
+
+        if not isinstance(self.payload["players"], list) or not self.payload["players"]:
+            raise ImportValidationError("Payload must include at least one player record.")
+
+        competition = self.payload["competition"]
+        for field in ["external_id", "name"]:
+            if not competition.get(field):
+                raise ImportValidationError(f"Competition requires '{field}'.")
+
+        season = self.payload["season"]
+        for field in ["name", "start_year", "end_year"]:
+            if season.get(field) in (None, ""):
+                raise ImportValidationError(f"Season requires '{field}'.")
+
+        for index, player_record in enumerate(self.payload["players"], start=1):
+            for field in ["external_id", "context_external_id", "full_name", "position", "team", "stats"]:
+                if player_record.get(field) in (None, ""):
+                    raise ImportValidationError(f"Player record #{index} missing '{field}'.")
+
+            team_record = player_record["team"]
+            for field in ["external_id", "name", "country"]:
+                if team_record.get(field) in (None, ""):
+                    raise ImportValidationError(f"Player record #{index} team missing '{field}'.")
+
+    def _mapping_for(self, source_name: str, entity_type: str, external_id: str) -> ExternalEntityMapping | None:
+        return ExternalEntityMapping.objects.filter(
+            source_name=source_name,
+            entity_type=entity_type,
+            external_id=external_id,
+        ).first()
+
+    def _bind_mapping(self, source_name: str, entity_type: str, external_id: str, object_id: int) -> None:
+        existing_for_external = ExternalEntityMapping.objects.filter(
+            source_name=source_name,
+            entity_type=entity_type,
+            external_id=external_id,
+        ).first()
+        if existing_for_external and existing_for_external.object_id != object_id:
+            raise ImportValidationError(
+                f"External ID '{external_id}' for {entity_type} is already linked to a different record."
+            )
+
+        existing_for_object = ExternalEntityMapping.objects.filter(
+            source_name=source_name,
+            entity_type=entity_type,
+            object_id=object_id,
+        ).first()
+        if existing_for_object and existing_for_object.external_id != external_id:
+            raise ImportValidationError(
+                f"Conflicting mapping for {entity_type} object {object_id}: "
+                f"'{existing_for_object.external_id}' vs '{external_id}'."
+            )
+
+        ExternalEntityMapping.objects.get_or_create(
+            source_name=source_name,
+            entity_type=entity_type,
+            external_id=external_id,
+            defaults={"object_id": object_id},
+        )
+
+    def _upsert_competition(self, source_name: str, record: dict) -> Competition:
+        mapping = self._mapping_for(source_name, ExternalEntityMapping.EntityType.COMPETITION, record["external_id"])
+
+        defaults = {
+            "country": record.get("country", ""),
+            "level": record.get("level", ""),
+        }
+        if mapping:
+            competition = Competition.objects.filter(pk=mapping.object_id).first()
+            if competition is None:
+                raise ImportValidationError("Competition mapping points to a missing record.")
+            Competition.objects.filter(pk=competition.pk).update(name=record["name"], **defaults)
+            competition.refresh_from_db()
+        else:
+            competition, _ = Competition.objects.get_or_create(name=record["name"], defaults=defaults)
+            updates = []
+            for field, value in defaults.items():
+                if getattr(competition, field) != value:
+                    setattr(competition, field, value)
+                    updates.append(field)
+            if updates:
+                competition.save(update_fields=updates + ["updated_at"])
+
+        self._bind_mapping(
+            source_name=source_name,
+            entity_type=ExternalEntityMapping.EntityType.COMPETITION,
+            external_id=record["external_id"],
+            object_id=competition.id,
+        )
+        return competition
+
+    def _upsert_season(self, record: dict) -> Season:
+        season, created = Season.objects.get_or_create(
+            name=record["name"],
+            defaults={
+                "start_year": record["start_year"],
+                "end_year": record["end_year"],
+            },
+        )
+        if not created and (
+            season.start_year != record["start_year"]
+            or season.end_year != record["end_year"]
+        ):
+            raise ImportValidationError(
+                f"Season '{season.name}' already exists with different years "
+                f"({season.start_year}-{season.end_year})."
+            )
+        return season
+
+    def _upsert_team(self, source_name: str, record: dict) -> Team:
+        mapping = self._mapping_for(source_name, ExternalEntityMapping.EntityType.TEAM, record["external_id"])
+
+        if mapping:
+            team = Team.objects.filter(pk=mapping.object_id).first()
+            if team is None:
+                raise ImportValidationError("Team mapping points to a missing record.")
+            updates = []
+            for field in ["name", "country"]:
+                value = record[field]
+                if getattr(team, field) != value:
+                    setattr(team, field, value)
+                    updates.append(field)
+            if updates:
+                team.save(update_fields=updates + ["updated_at"])
+            self.summary.teams_updated += 1
+        else:
+            team, created = Team.objects.get_or_create(name=record["name"], country=record["country"], defaults={})
+            if created:
+                self.summary.teams_created += 1
+            else:
+                self.summary.teams_updated += 1
+
+        self._bind_mapping(
+            source_name=source_name,
+            entity_type=ExternalEntityMapping.EntityType.TEAM,
+            external_id=record["external_id"],
+            object_id=team.id,
+        )
+        return team
+
+    def _upsert_player(self, source_name: str, record: dict) -> Player:
+        mapping = self._mapping_for(source_name, ExternalEntityMapping.EntityType.PLAYER, record["external_id"])
+
+        defaults = {
+            "full_name": record["full_name"],
+            "first_name": record.get("first_name", ""),
+            "last_name": record.get("last_name", ""),
+            "birth_date": parse_date(record.get("birth_date")),
+            "nationality": record.get("nationality", ""),
+            "height_cm": parse_decimal(record.get("height_cm")),
+            "weight_kg": parse_decimal(record.get("weight_kg")),
+            "wingspan_cm": parse_decimal(record.get("wingspan_cm")),
+            "position": record["position"],
+        }
+
+        if mapping:
+            player = Player.objects.filter(pk=mapping.object_id).first()
+            if player is None:
+                raise ImportValidationError("Player mapping points to a missing record.")
+            for field, value in defaults.items():
+                setattr(player, field, value)
+            player.save()
+            self.summary.players_updated += 1
+        else:
+            player = Player.objects.create(**defaults)
+            self.summary.players_created += 1
+
+        self._bind_mapping(
+            source_name=source_name,
+            entity_type=ExternalEntityMapping.EntityType.PLAYER,
+            external_id=record["external_id"],
+            object_id=player.id,
+        )
+        return player
+
+    def _upsert_player_season(
+        self,
+        *,
+        source_name: str,
+        competition: Competition,
+        season: Season,
+        team: Team,
+        player: Player,
+        player_record: dict,
+    ) -> PlayerSeason:
+        mapping = self._mapping_for(
+            source_name,
+            ExternalEntityMapping.EntityType.PLAYER_SEASON,
+            player_record["context_external_id"],
+        )
+
+        if mapping:
+            context = PlayerSeason.objects.filter(pk=mapping.object_id).first()
+            if context is None:
+                raise ImportValidationError("PlayerSeason mapping points to a missing record.")
+            if (
+                context.player_id != player.id
+                or context.season_id != season.id
+                or context.team_id != team.id
+                or context.competition_id != competition.id
+            ):
+                raise ImportValidationError(
+                    "Mapped player-season context does not match the incoming deterministic context identity."
+                )
+            self.summary.contexts_updated += 1
+        else:
+            context, created = PlayerSeason.objects.get_or_create(
+                player=player,
+                season=season,
+                team=team,
+                competition=competition,
+                defaults={},
+            )
+            if created:
+                self.summary.contexts_created += 1
+            else:
+                self.summary.contexts_updated += 1
+
+        self._bind_mapping(
+            source_name=source_name,
+            entity_type=ExternalEntityMapping.EntityType.PLAYER_SEASON,
+            external_id=player_record["context_external_id"],
+            object_id=context.id,
+        )
+        return context
+
+    def _upsert_player_season_stats(self, *, context: PlayerSeason, player_record: dict) -> None:
+        stats = player_record["stats"]
+        PlayerSeasonStats.objects.update_or_create(
+            player_season=context,
+            defaults={
+                "points": parse_decimal(stats.get("points")),
+                "assists": parse_decimal(stats.get("assists")),
+                "steals": parse_decimal(stats.get("steals")),
+                "turnovers": parse_decimal(stats.get("turnovers")),
+                "blocks": parse_decimal(stats.get("blocks")),
+                "efg_pct": parse_decimal(stats.get("efg_pct")),
+                "ts_pct": parse_decimal(stats.get("ts_pct")),
+                "plus_minus": parse_decimal(stats.get("plus_minus")),
+                "offensive_rating": parse_decimal(stats.get("offensive_rating")),
+                "defensive_rating": parse_decimal(stats.get("defensive_rating")),
+            },
+        )

app/scouting/importers/lba_public.py

@@ -0,0 +1,353 @@
+from __future__ import annotations
+
+import json
+from dataclasses import dataclass
+from decimal import Decimal
+from pathlib import Path
+from urllib.error import URLError
+from urllib.parse import urlencode
+from urllib.request import urlopen
+
+from django.db import transaction
+
+from scouting.models import (
+    Competition,
+    ExternalEntityMapping,
+    Player,
+    PlayerSeason,
+    PlayerSeasonStats,
+    Season,
+    Team,
+)
+
+
+class ImportValidationError(ValueError):
+    pass
+
+
+LBA_SOURCE_NAME = "lba_public"
+LBA_COMPETITION_EXTERNAL_ID = "lba-serie-a"
+LBA_COMPETITION_NAME = "Lega Basket Serie A"
+LBA_COUNTRY = "IT"
+LBA_LEVEL = "top"
+LBA_STATS_ENDPOINT = "https://www.legabasket.it/api/statistics/get-players-statistics"
+LBA_STAT_CATEGORIES = ["points", "assists", "regain_balls", "lost_balls", "plus_minus", "rating_oer"]
+CATEGORY_TO_MODEL_FIELD = {
+    "points": "points",
+    "assists": "assists",
+    "regain_balls": "steals",
+    "lost_balls": "turnovers",
+    "plus_minus": "plus_minus",
+    "rating_oer": "offensive_rating",
+}
+
+
+@dataclass
+class ImportSummary:
+    players_created: int = 0
+    players_updated: int = 0
+    teams_created: int = 0
+    teams_updated: int = 0
+    contexts_created: int = 0
+    contexts_updated: int = 0
+
+
+class LbaPublicStatsSource:
+    def __init__(self, base_url: str = LBA_STATS_ENDPOINT, timeout_sec: int = 30):
+        self.base_url = base_url
+        self.timeout_sec = timeout_sec
+
+    def fetch_category(self, season_start_year: int, category: str) -> dict:
+        query = urlencode({"s": season_start_year, "cat": category})
+        url = f"{self.base_url}?{query}"
+        try:
+            with urlopen(url, timeout=self.timeout_sec) as response:
+                payload = json.loads(response.read().decode("utf-8"))
+        except URLError as exc:
+            raise ImportValidationError(f"Could not fetch LBA source URL '{url}': {exc}") from exc
+        except json.JSONDecodeError as exc:
+            raise ImportValidationError(f"Invalid JSON received from '{url}': {exc}") from exc
+
+        if not isinstance(payload, dict) or "stats" not in payload:
+            raise ImportValidationError(f"LBA source response from '{url}' is missing 'stats'.")
+        return payload
+
+
+class LbaFixtureStatsSource:
+    def __init__(self, fixture_path: Path):
+        self.fixture_path = fixture_path
+        try:
+            payload = json.loads(fixture_path.read_text(encoding="utf-8"))
+        except FileNotFoundError as exc:
+            raise ImportValidationError(f"Fixture file not found: {fixture_path}") from exc
+        except json.JSONDecodeError as exc:
+            raise ImportValidationError(f"Invalid fixture JSON at '{fixture_path}': {exc}") from exc
+
+        categories = payload.get("categories")
+        if not isinstance(categories, dict):
+            raise ImportValidationError("Fixture payload must include a 'categories' object.")
+        self.categories = categories
+
+    def fetch_category(self, season_start_year: int, category: str) -> dict:
+        del season_start_year
+        payload = self.categories.get(category)
+        if payload is None:
+            raise ImportValidationError(f"Fixture payload missing category '{category}'.")
+        if not isinstance(payload, dict) or "stats" not in payload:
+            raise ImportValidationError(f"Fixture category '{category}' is missing 'stats'.")
+        return payload
+
+
+class LbaSerieAPublicImporter:
+    def __init__(self, *, season_start_year: int, source: LbaPublicStatsSource | LbaFixtureStatsSource):
+        self.season_start_year = season_start_year
+        self.source = source
+        self.summary = ImportSummary()
+
+    @transaction.atomic
+    def run(self) -> ImportSummary:
+        aggregated = self._collect_players()
+        competition = self._upsert_competition()
+
+        for record in aggregated.values():
+            season = self._upsert_season(record["year"])
+            team = self._upsert_team(record)
+            player = self._upsert_player(record)
+            context = self._upsert_player_season(record, player, team, season, competition)
+            self._upsert_stats(context, record)
+
+        return self.summary
+
+    def _collect_players(self) -> dict:
+        players = {}
+
+        for category in LBA_STAT_CATEGORIES:
+            payload = self.source.fetch_category(self.season_start_year, category)
+            stats = payload.get("stats")
+            if not isinstance(stats, list):
+                raise ImportValidationError(f"Category '{category}' response must include a list in 'stats'.")
+
+            for row in stats:
+                self._validate_stat_row(category, row)
+                key = (row["player_id"], row["team_id"], row["year"])
+                if key not in players:
+                    players[key] = {
+                        "player_id": row["player_id"],
+                        "team_id": row["team_id"],
+                        "year": row["year"],
+                        "name": row["name"],
+                        "surname": row["surname"],
+                        "team_name": row["team_name"],
+                        "scores": {},
+                    }
+                players[key]["scores"][category] = self._to_decimal(row.get("score"))
+
+        if not players:
+            raise ImportValidationError("No player statistics found from LBA source.")
+        return players
+
+    def _validate_stat_row(self, category: str, row: dict) -> None:
+        if not isinstance(row, dict):
+            raise ImportValidationError(f"Category '{category}' contains a non-object stat row.")
+        for field in ["player_id", "team_id", "year", "name", "surname", "team_name", "score"]:
+            if row.get(field) in (None, ""):
+                raise ImportValidationError(f"Category '{category}' row missing required field '{field}'.")
+
+    @staticmethod
+    def _to_decimal(value) -> Decimal:
+        return Decimal(str(value))
+
+    def _mapping_for(self, entity_type: str, external_id: str) -> ExternalEntityMapping | None:
+        return ExternalEntityMapping.objects.filter(
+            source_name=LBA_SOURCE_NAME,
+            entity_type=entity_type,
+            external_id=external_id,
+        ).first()
+
+    def _bind_mapping(self, *, entity_type: str, external_id: str, object_id: int) -> None:
+        existing_for_external = ExternalEntityMapping.objects.filter(
+            source_name=LBA_SOURCE_NAME,
+            entity_type=entity_type,
+            external_id=external_id,
+        ).first()
+        if existing_for_external and existing_for_external.object_id != object_id:
+            raise ImportValidationError(
+                f"External ID '{external_id}' for {entity_type} is already linked to a different record."
+            )
+
+        existing_for_object = ExternalEntityMapping.objects.filter(
+            source_name=LBA_SOURCE_NAME,
+            entity_type=entity_type,
+            object_id=object_id,
+        ).first()
+        if existing_for_object and existing_for_object.external_id != external_id:
+            raise ImportValidationError(
+                f"Conflicting mapping for {entity_type} object {object_id}: "
+                f"'{existing_for_object.external_id}' vs '{external_id}'."
+            )
+
+        ExternalEntityMapping.objects.get_or_create(
+            source_name=LBA_SOURCE_NAME,
+            entity_type=entity_type,
+            external_id=external_id,
+            defaults={"object_id": object_id},
+        )
+
+    def _upsert_competition(self) -> Competition:
+        mapping = self._mapping_for(ExternalEntityMapping.EntityType.COMPETITION, LBA_COMPETITION_EXTERNAL_ID)
+        defaults = {"country": LBA_COUNTRY, "level": LBA_LEVEL}
+        if mapping:
+            competition = Competition.objects.filter(pk=mapping.object_id).first()
+            if competition is None:
+                raise ImportValidationError("Competition mapping points to a missing record.")
+            Competition.objects.filter(pk=competition.pk).update(name=LBA_COMPETITION_NAME, **defaults)
+            competition.refresh_from_db()
+        else:
+            competition, _ = Competition.objects.get_or_create(name=LBA_COMPETITION_NAME, defaults=defaults)
+
+        self._bind_mapping(
+            entity_type=ExternalEntityMapping.EntityType.COMPETITION,
+            external_id=LBA_COMPETITION_EXTERNAL_ID,
+            object_id=competition.id,
+        )
+        return competition
+
+    def _upsert_season(self, year: int) -> Season:
+        season_name = f"{year}-{year + 1}"
+        season, created = Season.objects.get_or_create(
+            name=season_name,
+            defaults={"start_year": year, "end_year": year + 1},
+        )
+        if not created and (season.start_year != year or season.end_year != year + 1):
+            raise ImportValidationError(
+                f"Season '{season_name}' exists but does not match expected years {year}-{year + 1}."
+            )
+        return season
+
+    def _upsert_team(self, record: dict) -> Team:
+        external_id = str(record["team_id"])
+        mapping = self._mapping_for(ExternalEntityMapping.EntityType.TEAM, external_id)
+
+        if mapping:
+            team = Team.objects.filter(pk=mapping.object_id).first()
+            if team is None:
+                raise ImportValidationError("Team mapping points to a missing record.")
+            updates = []
+            if team.name != record["team_name"]:
+                team.name = record["team_name"]
+                updates.append("name")
+            if team.country != LBA_COUNTRY:
+                team.country = LBA_COUNTRY
+                updates.append("country")
+            if updates:
+                team.save(update_fields=updates + ["updated_at"])
+            self.summary.teams_updated += 1
+        else:
+            team, created = Team.objects.get_or_create(
+                name=record["team_name"],
+                country=LBA_COUNTRY,
+                defaults={},
+            )
+            if created:
+                self.summary.teams_created += 1
+            else:
+                self.summary.teams_updated += 1
+
+        self._bind_mapping(
+            entity_type=ExternalEntityMapping.EntityType.TEAM,
+            external_id=external_id,
+            object_id=team.id,
+        )
+        return team
+
+    def _upsert_player(self, record: dict) -> Player:
+        external_id = str(record["player_id"])
+        mapping = self._mapping_for(ExternalEntityMapping.EntityType.PLAYER, external_id)
+        full_name = f"{record['name']} {record['surname']}".strip()
+
+        if mapping:
+            player = Player.objects.filter(pk=mapping.object_id).first()
+            if player is None:
+                raise ImportValidationError("Player mapping points to a missing record.")
+            player.full_name = full_name
+            player.first_name = record["name"]
+            player.last_name = record["surname"]
+            player.save()
+            self.summary.players_updated += 1
+        else:
+            player = Player.objects.create(
+                full_name=full_name,
+                first_name=record["name"],
+                last_name=record["surname"],
+            )
+            self.summary.players_created += 1
+
+        self._bind_mapping(
+            entity_type=ExternalEntityMapping.EntityType.PLAYER,
+            external_id=external_id,
+            object_id=player.id,
+        )
+        return player
+
+    def _upsert_player_season(
+        self,
+        record: dict,
+        player: Player,
+        team: Team,
+        season: Season,
+        competition: Competition,
+    ) -> PlayerSeason:
+        context_external_id = f"{record['year']}:{record['team_id']}:{record['player_id']}"
+        mapping = self._mapping_for(ExternalEntityMapping.EntityType.PLAYER_SEASON, context_external_id)
+
+        if mapping:
+            context = PlayerSeason.objects.filter(pk=mapping.object_id).first()
+            if context is None:
+                raise ImportValidationError("PlayerSeason mapping points to a missing record.")
+            if (
+                context.player_id != player.id
+                or context.team_id != team.id
+                or context.season_id != season.id
+                or context.competition_id != competition.id
+            ):
+                raise ImportValidationError("Mapped player-season context does not match incoming source identity.")
+            self.summary.contexts_updated += 1
+        else:
+            context, created = PlayerSeason.objects.get_or_create(
+                player=player,
+                team=team,
+                season=season,
+                competition=competition,
+                defaults={},
+            )
+            if created:
+                self.summary.contexts_created += 1
+            else:
+                self.summary.contexts_updated += 1
+
+        self._bind_mapping(
+            entity_type=ExternalEntityMapping.EntityType.PLAYER_SEASON,
+            external_id=context_external_id,
+            object_id=context.id,
+        )
+        return context
+
+    def _upsert_stats(self, context: PlayerSeason, record: dict) -> None:
+        stats_defaults = {
+            "points": None,
+            "assists": None,
+            "steals": None,
+            "turnovers": None,
+            "blocks": None,
+            "efg_pct": None,
+            "ts_pct": None,
+            "plus_minus": None,
+            "offensive_rating": None,
+            "defensive_rating": None,
+        }
+        for category, value in record["scores"].items():
+            model_field = CATEGORY_TO_MODEL_FIELD.get(category)
+            if model_field:
+                stats_defaults[model_field] = value
+
+        PlayerSeasonStats.objects.update_or_create(player_season=context, defaults=stats_defaults)

app/scouting/management/__init__.py

@@ -0,0 +1 @@
+

app/scouting/management/commands/__init__.py

@@ -0,0 +1 @@
+

app/scouting/management/commands/import_hoopdata_demo_competition.py

@@ -0,0 +1,52 @@
+from __future__ import annotations
+
+import json
+from pathlib import Path
+
+from django.conf import settings
+from django.core.management.base import BaseCommand, CommandError
+
+from scouting.importers.hoopdata_demo import (
+    HoopDataDemoCompetitionImporter,
+    ImportValidationError,
+)
+
+
+class Command(BaseCommand):
+    help = "Import the first real-data MVP snapshot for the hoopdata_demo source (single competition scope)."
+
+    def add_arguments(self, parser):
+        parser.add_argument(
+            "--input",
+            default=str(
+                Path(settings.BASE_DIR)
+                / "scouting"
+                / "sample_data"
+                / "imports"
+                / "hoopdata_demo_serie_a2_2025_2026.json"
+            ),
+            help="Path to a hoopdata_demo competition snapshot JSON file.",
+        )
+
+    def handle(self, *args, **options):
+        input_path = Path(options["input"])
+        if not input_path.exists():
+            raise CommandError(f"Input file does not exist: {input_path}")
+
+        try:
+            payload = json.loads(input_path.read_text(encoding="utf-8"))
+            summary = HoopDataDemoCompetitionImporter(payload).run()
+        except json.JSONDecodeError as exc:
+            raise CommandError(f"Invalid JSON payload: {exc}") from exc
+        except ImportValidationError as exc:
+            raise CommandError(f"Import validation failed: {exc}") from exc
+
+        self.stdout.write(
+            self.style.SUCCESS(
+                "Imported hoopdata_demo competition snapshot successfully. "
+                f"Players +{summary.players_created}/~{summary.players_updated}, "
+                f"Teams +{summary.teams_created}/~{summary.teams_updated}, "
+                f"Contexts +{summary.contexts_created}/~{summary.contexts_updated}."
+            )
+        )
+        self.stdout.write(f"Source file: {input_path}")

app/scouting/management/commands/import_lba_public_serie_a.py

@@ -0,0 +1,57 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+from django.core.management.base import BaseCommand, CommandError
+
+from scouting.importers.lba_public import (
+    LBA_SOURCE_NAME,
+    LbaFixtureStatsSource,
+    LbaPublicStatsSource,
+    LbaSerieAPublicImporter,
+    ImportValidationError,
+)
+
+
+class Command(BaseCommand):
+    help = "Import public LBA Serie A player statistics for one season using the ADR-0009 baseline flow."
+
+    def add_arguments(self, parser):
+        parser.add_argument(
+            "--season",
+            type=int,
+            default=2025,
+            help="Season start year to import from LBA public statistics API (default: 2025).",
+        )
+        parser.add_argument(
+            "--fixture",
+            default="",
+            help="Optional local fixture JSON path for deterministic/offline runs.",
+        )
+
+    def handle(self, *args, **options):
+        season_start_year = options["season"]
+        fixture_path = (options.get("fixture") or "").strip()
+
+        try:
+            if fixture_path:
+                source = LbaFixtureStatsSource(Path(fixture_path))
+                source_label = f"fixture={fixture_path}"
+            else:
+                source = LbaPublicStatsSource()
+                source_label = "public=https://www.legabasket.it/api/statistics/get-players-statistics"
+
+            summary = LbaSerieAPublicImporter(season_start_year=season_start_year, source=source).run()
+        except ImportValidationError as exc:
+            raise CommandError(f"LBA public import failed: {exc}") from exc
+
+        self.stdout.write(
+            self.style.SUCCESS(
+                "Imported LBA Serie A public statistics successfully. "
+                f"Source={LBA_SOURCE_NAME}; season={season_start_year}; "
+                f"players +{summary.players_created}/~{summary.players_updated}, "
+                f"teams +{summary.teams_created}/~{summary.teams_updated}, "
+                f"contexts +{summary.contexts_created}/~{summary.contexts_updated}."
+            )
+        )
+        self.stdout.write(f"Input: {source_label}")

app/scouting/management/commands/seed_scouting_data.py

@@ -0,0 +1,122 @@
+from __future__ import annotations
+
+from datetime import date
+
+from django.core.management.base import BaseCommand
+from django.db import transaction
+
+from scouting.models import (
+    Competition,
+    Player,
+    PlayerSeason,
+    PlayerSeasonStats,
+    Role,
+    Season,
+    Specialty,
+    Team,
+)
+from scouting.sample_data.scouting_seed import COMPETITIONS, PLAYERS, ROLES, SEASONS, SPECIALTIES, TEAMS
+
+
+class Command(BaseCommand):
+    help = "Load a curated scouting sample dataset for local development."
+
+    @transaction.atomic
+    def handle(self, *args, **options):
+        roles = {}
+        for record in ROLES:
+            role, _ = Role.objects.update_or_create(
+                slug=record["slug"],
+                defaults={
+                    "name": record["name"],
+                    "description": record.get("description", ""),
+                },
+            )
+            roles[role.name] = role
+
+        specialties = {}
+        for record in SPECIALTIES:
+            specialty, _ = Specialty.objects.update_or_create(
+                slug=record["slug"],
+                defaults={
+                    "name": record["name"],
+                    "description": record.get("description", ""),
+                },
+            )
+            specialties[specialty.name] = specialty
+
+        competitions = {}
+        for record in COMPETITIONS:
+            competition, _ = Competition.objects.update_or_create(
+                name=record["name"],
+                defaults={
+                    "country": record.get("country", ""),
+                    "level": record.get("level", ""),
+                },
+            )
+            competitions[competition.name] = competition
+
+        teams = {}
+        for record in TEAMS:
+            team, _ = Team.objects.update_or_create(
+                name=record["name"],
+                country=record.get("country", ""),
+                defaults={},
+            )
+            teams[(team.name, team.country)] = team
+
+        seasons = {}
+        for record in SEASONS:
+            season, _ = Season.objects.update_or_create(
+                name=record["name"],
+                defaults={
+                    "start_year": record["start_year"],
+                    "end_year": record["end_year"],
+                },
+            )
+            seasons[season.name] = season
+
+        for record in PLAYERS:
+            defaults = {
+                "first_name": record.get("first_name", ""),
+                "last_name": record.get("last_name", ""),
+                "birth_date": date.fromisoformat(record["birth_date"]) if record.get("birth_date") else None,
+                "nationality": record.get("nationality", ""),
+                "height_cm": record.get("height_cm"),
+                "weight_kg": record.get("weight_kg"),
+                "wingspan_cm": record.get("wingspan_cm"),
+                "position": record["position"],
+            }
+            player, _ = Player.objects.update_or_create(
+                full_name=record["full_name"],
+                defaults=defaults,
+            )
+
+            player.roles.set([roles[name] for name in record.get("roles", [])])
+            player.specialties.set([specialties[name] for name in record.get("specialties", [])])
+
+            for context_record in record.get("contexts", []):
+                context, _ = PlayerSeason.objects.update_or_create(
+                    player=player,
+                    season=seasons[context_record["season"]],
+                    team=teams[context_record["team"]],
+                    competition=competitions[context_record["competition"]],
+                    defaults={},
+                )
+                PlayerSeasonStats.objects.update_or_create(
+                    player_season=context,
+                    defaults=context_record["stats"],
+                )
+
+        self.stdout.write(
+            self.style.SUCCESS(
+                "Seeded scouting sample data: "
+                f"{Player.objects.count()} players, "
+                f"{PlayerSeason.objects.count()} contexts, "
+                f"{PlayerSeasonStats.objects.count()} stat lines."
+            )
+        )
+        self.stdout.write(
+            "Suggested filters: "
+            "PG + min assists, C + min blocks, SG/wing + min TS%, or role + specialty combinations."
+        )

app/scouting/migrations/0002_alter_team_unique_together_and_more.py

@@ -0,0 +1,56 @@
+# Generated by Django 5.2.2 on 2026-04-06 17:25
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('scouting', '0001_initial'),
+    ]
+
+    operations = [
+        migrations.AlterUniqueTogether(
+            name='team',
+            unique_together=set(),
+        ),
+        migrations.RemoveField(
+            model_name='playerseason',
+            name='position',
+        ),
+        migrations.RemoveField(
+            model_name='playerseason',
+            name='roles',
+        ),
+        migrations.RemoveField(
+            model_name='playerseason',
+            name='specialties',
+        ),
+        migrations.AddField(
+            model_name='player',
+            name='position',
+            field=models.CharField(choices=[('PG', 'PG'), ('SG', 'SG'), ('SF', 'SF'), ('PF', 'PF'), ('C', 'C')], default='PG', max_length=2),
+        ),
+        migrations.AddField(
+            model_name='player',
+            name='roles',
+            field=models.ManyToManyField(blank=True, related_name='players', to='scouting.role'),
+        ),
+        migrations.AddField(
+            model_name='player',
+            name='specialties',
+            field=models.ManyToManyField(blank=True, related_name='players', to='scouting.specialty'),
+        ),
+        migrations.AddConstraint(
+            model_name='playerseason',
+            constraint=models.UniqueConstraint(fields=('player', 'season'), name='uniq_player_season'),
+        ),
+        migrations.AddConstraint(
+            model_name='team',
+            constraint=models.UniqueConstraint(fields=('name', 'country'), name='uniq_team_name_country'),
+        ),
+        migrations.RemoveField(
+            model_name='team',
+            name='competition',
+        ),
+    ]

app/scouting/migrations/0003_alter_player_position.py

@@ -0,0 +1,18 @@
+# Generated by Django 5.2.2 on 2026-04-06 17:25
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('scouting', '0002_alter_team_unique_together_and_more'),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name='player',
+            name='position',
+            field=models.CharField(choices=[('PG', 'PG'), ('SG', 'SG'), ('SF', 'SF'), ('PF', 'PF'), ('C', 'C')], max_length=2),
+        ),
+    ]

app/scouting/migrations/0004_remove_playerseason_uniq_player_season_and_more.py

@@ -0,0 +1,21 @@
+# Generated by Django 5.2.2 on 2026-04-06 17:30
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('scouting', '0003_alter_player_position'),
+    ]
+
+    operations = [
+        migrations.RemoveConstraint(
+            model_name='playerseason',
+            name='uniq_player_season',
+        ),
+        migrations.AddConstraint(
+            model_name='playerseason',
+            constraint=models.UniqueConstraint(fields=('player', 'season', 'team', 'competition'), name='uniq_player_season_context', nulls_distinct=False),
+        ),
+    ]

app/scouting/migrations/0005_favoriteplayer.py

@@ -0,0 +1,28 @@
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("scouting", "0004_remove_playerseason_uniq_player_season_and_more"),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name="FavoritePlayer",
+            fields=[
+                ("id", models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                ("created_at", models.DateTimeField(auto_now_add=True)),
+                (
+                    "player",
+                    models.OneToOneField(
+                        on_delete=models.CASCADE,
+                        related_name="favorite_entry",
+                        to="scouting.player",
+                    ),
+                ),
+            ],
+            options={
+                "ordering": ["-created_at", "player__full_name"],
+            },
+        ),
+    ]

app/scouting/migrations/0006_playernote.py

@@ -0,0 +1,30 @@
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("scouting", "0005_favoriteplayer"),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name="PlayerNote",
+            fields=[
+                ("id", models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name="ID")),
+                ("body", models.TextField()),
+                ("created_at", models.DateTimeField(auto_now_add=True)),
+                ("updated_at", models.DateTimeField(auto_now=True)),
+                (
+                    "player",
+                    models.ForeignKey(
+                        on_delete=models.CASCADE,
+                        related_name="notes",
+                        to="scouting.player",
+                    ),
+                ),
+            ],
+            options={
+                "ordering": ["-created_at", "-id"],
+            },
+        ),
+    ]

app/scouting/migrations/0007_user_scoped_favorites_and_notes.py

@@ -0,0 +1,75 @@
+from django.conf import settings
+from django.db import migrations, models
+
+
+def clear_shared_shortlist_and_notes(apps, schema_editor):
+    FavoritePlayer = apps.get_model("scouting", "FavoritePlayer")
+    PlayerNote = apps.get_model("scouting", "PlayerNote")
+    FavoritePlayer.objects.all().delete()
+    PlayerNote.objects.all().delete()
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        migrations.swappable_dependency(settings.AUTH_USER_MODEL),
+        ("scouting", "0006_playernote"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="favoriteplayer",
+            name="user",
+            field=models.ForeignKey(
+                null=True,
+                on_delete=models.CASCADE,
+                related_name="favorite_players",
+                to=settings.AUTH_USER_MODEL,
+            ),
+        ),
+        migrations.AddField(
+            model_name="playernote",
+            name="user",
+            field=models.ForeignKey(
+                null=True,
+                on_delete=models.CASCADE,
+                related_name="player_notes",
+                to=settings.AUTH_USER_MODEL,
+            ),
+        ),
+        migrations.RunPython(clear_shared_shortlist_and_notes, migrations.RunPython.noop),
+        migrations.RemoveField(
+            model_name="favoriteplayer",
+            name="player",
+        ),
+        migrations.AddField(
+            model_name="favoriteplayer",
+            name="player",
+            field=models.ForeignKey(
+                on_delete=models.CASCADE,
+                related_name="favorite_entries",
+                to="scouting.player",
+            ),
+        ),
+        migrations.AlterField(
+            model_name="favoriteplayer",
+            name="user",
+            field=models.ForeignKey(
+                on_delete=models.CASCADE,
+                related_name="favorite_players",
+                to=settings.AUTH_USER_MODEL,
+            ),
+        ),
+        migrations.AlterField(
+            model_name="playernote",
+            name="user",
+            field=models.ForeignKey(
+                on_delete=models.CASCADE,
+                related_name="player_notes",
+                to=settings.AUTH_USER_MODEL,
+            ),
+        ),
+        migrations.AddConstraint(
+            model_name="favoriteplayer",
+            constraint=models.UniqueConstraint(fields=("user", "player"), name="uniq_favorite_player_per_user"),
+        ),
+    ]

app/scouting/migrations/0008_savedsearch.py

@@ -0,0 +1,31 @@
+# Generated by Django 5.2.2 on 2026-04-10 22:04
+
+import django.db.models.deletion
+from django.conf import settings
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('scouting', '0007_user_scoped_favorites_and_notes'),
+        migrations.swappable_dependency(settings.AUTH_USER_MODEL),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='SavedSearch',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('name', models.CharField(max_length=120)),
+                ('params', models.JSONField(default=dict)),
+                ('created_at', models.DateTimeField(auto_now_add=True)),
+                ('updated_at', models.DateTimeField(auto_now=True)),
+                ('user', models.ForeignKey(on_delete=django.db.models.deletion.CASCADE, related_name='saved_searches', to=settings.AUTH_USER_MODEL)),
+            ],
+            options={
+                'ordering': ['name', '-updated_at', '-id'],
+                'constraints': [models.UniqueConstraint(fields=('user', 'name'), name='uniq_saved_search_name_per_user')],
+            },
+        ),
+    ]

app/scouting/migrations/0009_externalentitymapping.py

@@ -0,0 +1,29 @@
+# Generated by Django 5.2.2 on 2026-04-10 22:22
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('scouting', '0008_savedsearch'),
+    ]
+
+    operations = [
+        migrations.CreateModel(
+            name='ExternalEntityMapping',
+            fields=[
+                ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')),
+                ('source_name', models.CharField(max_length=80)),
+                ('entity_type', models.CharField(choices=[('player', 'Player'), ('competition', 'Competition'), ('team', 'Team'), ('player_season', 'Player season')], max_length=30)),
+                ('external_id', models.CharField(max_length=140)),
+                ('object_id', models.PositiveBigIntegerField()),
+                ('created_at', models.DateTimeField(auto_now_add=True)),
+                ('updated_at', models.DateTimeField(auto_now=True)),
+            ],
+            options={
+                'ordering': ['source_name', 'entity_type', 'external_id'],
+                'constraints': [models.UniqueConstraint(fields=('source_name', 'entity_type', 'external_id'), name='uniq_external_entity_mapping'), models.UniqueConstraint(fields=('source_name', 'entity_type', 'object_id'), name='uniq_external_entity_target')],
+            },
+        ),
+    ]

app/scouting/migrations/0010_alter_player_position.py

@@ -0,0 +1,18 @@
+# Generated by Django 5.2.2 on 2026-04-10 22:53
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+
+    dependencies = [
+        ('scouting', '0009_externalentitymapping'),
+    ]
+
+    operations = [
+        migrations.AlterField(
+            model_name='player',
+            name='position',
+            field=models.CharField(blank=True, choices=[('PG', 'PG'), ('SG', 'SG'), ('SF', 'SF'), ('PF', 'PF'), ('C', 'C')], max_length=2, null=True),
+        ),
+    ]

app/scouting/models.py

@@ -1,3 +1,4 @@
+from django.conf import settings
 from django.db import models
 
 
@@ -26,6 +27,13 @@ class Specialty(models.Model):
 
 
 class Player(models.Model):
+    class Position(models.TextChoices):
+        PG = "PG", "PG"
+        SG = "SG", "SG"
+        SF = "SF", "SF"
+        PF = "PF", "PF"
+        C = "C", "C"
+
     full_name = models.CharField(max_length=255)
     first_name = models.CharField(max_length=100, blank=True)
     last_name = models.CharField(max_length=100, blank=True)
@@ -34,6 +42,9 @@ class Player(models.Model):
     height_cm = models.DecimalField(max_digits=5, decimal_places=2, null=True, blank=True)
     weight_kg = models.DecimalField(max_digits=5, decimal_places=2, null=True, blank=True)
     wingspan_cm = models.DecimalField(max_digits=5, decimal_places=2, null=True, blank=True)
+    position = models.CharField(max_length=2, choices=Position.choices, null=True, blank=True)
+    roles = models.ManyToManyField(Role, blank=True, related_name="players")
+    specialties = models.ManyToManyField(Specialty, blank=True, related_name="players")
     created_at = models.DateTimeField(auto_now_add=True)
     updated_at = models.DateTimeField(auto_now=True)
 
@@ -60,20 +71,15 @@ class Competition(models.Model):
 
 class Team(models.Model):
     name = models.CharField(max_length=150)
-    competition = models.ForeignKey(
-        Competition,
-        on_delete=models.SET_NULL,
-        null=True,
-        blank=True,
-        related_name="teams",
-    )
     country = models.CharField(max_length=100, blank=True)
     created_at = models.DateTimeField(auto_now_add=True)
     updated_at = models.DateTimeField(auto_now=True)
 
     class Meta:
         ordering = ["name"]
-        unique_together = ("name", "competition")
+        constraints = [
+            models.UniqueConstraint(fields=["name", "country"], name="uniq_team_name_country"),
+        ]
 
     def __str__(self) -> str:
         return self.name
@@ -94,13 +100,6 @@ class Season(models.Model):
 
 
 class PlayerSeason(models.Model):
-    class Position(models.TextChoices):
-        PG = "PG", "PG"
-        SG = "SG", "SG"
-        SF = "SF", "SF"
-        PF = "PF", "PF"
-        C = "C", "C"
-
     player = models.ForeignKey(Player, on_delete=models.CASCADE, related_name="player_seasons")
     season = models.ForeignKey(Season, on_delete=models.CASCADE, related_name="player_seasons")
     team = models.ForeignKey(
@@ -117,17 +116,23 @@ class PlayerSeason(models.Model):
         blank=True,
         related_name="player_seasons",
     )
-    position = models.CharField(max_length=2, choices=Position.choices)
-    roles = models.ManyToManyField(Role, blank=True, related_name="player_seasons")
-    specialties = models.ManyToManyField(Specialty, blank=True, related_name="player_seasons")
     created_at = models.DateTimeField(auto_now_add=True)
     updated_at = models.DateTimeField(auto_now=True)
 
     class Meta:
         ordering = ["player__full_name", "-season__start_year"]
+        constraints = [
+            models.UniqueConstraint(
+                fields=["player", "season", "team", "competition"],
+                name="uniq_player_season_context",
+                nulls_distinct=False,
+            ),
+        ]
 
     def __str__(self) -> str:
-        return f"{self.player.full_name} - {self.season.name}"
+        team_name = self.team.name if self.team else "No team"
+        competition_name = self.competition.name if self.competition else "No competition"
+        return f"{self.player.full_name} - {self.season.name} - {team_name} - {competition_name}"
 
 
 class PlayerSeasonStats(models.Model):
@@ -157,3 +162,100 @@ class PlayerSeasonStats(models.Model):
 
     def __str__(self) -> str:
         return f"Stats for {self.player_season}"
+
+
+class FavoritePlayer(models.Model):
+    user = models.ForeignKey(
+        settings.AUTH_USER_MODEL,
+        on_delete=models.CASCADE,
+        related_name="favorite_players",
+    )
+    player = models.ForeignKey(
+        Player,
+        on_delete=models.CASCADE,
+        related_name="favorite_entries",
+    )
+    created_at = models.DateTimeField(auto_now_add=True)
+
+    class Meta:
+        ordering = ["-created_at", "player__full_name"]
+        constraints = [
+            models.UniqueConstraint(fields=["user", "player"], name="uniq_favorite_player_per_user"),
+        ]
+
+    def __str__(self) -> str:
+        return f"Favorite: {self.user} -> {self.player.full_name}"
+
+
+class PlayerNote(models.Model):
+    user = models.ForeignKey(
+        settings.AUTH_USER_MODEL,
+        on_delete=models.CASCADE,
+        related_name="player_notes",
+    )
+    player = models.ForeignKey(
+        Player,
+        on_delete=models.CASCADE,
+        related_name="notes",
+    )
+    body = models.TextField()
+    created_at = models.DateTimeField(auto_now_add=True)
+    updated_at = models.DateTimeField(auto_now=True)
+
+    class Meta:
+        ordering = ["-created_at", "-id"]
+
+    def __str__(self) -> str:
+        return f"Note by {self.user} for {self.player.full_name}"
+
+
+class SavedSearch(models.Model):
+    user = models.ForeignKey(
+        settings.AUTH_USER_MODEL,
+        on_delete=models.CASCADE,
+        related_name="saved_searches",
+    )
+    name = models.CharField(max_length=120)
+    params = models.JSONField(default=dict)
+    created_at = models.DateTimeField(auto_now_add=True)
+    updated_at = models.DateTimeField(auto_now=True)
+
+    class Meta:
+        ordering = ["name", "-updated_at", "-id"]
+        constraints = [
+            models.UniqueConstraint(fields=["user", "name"], name="uniq_saved_search_name_per_user"),
+        ]
+
+    def __str__(self) -> str:
+        return f"{self.user} - {self.name}"
+
+
+class ExternalEntityMapping(models.Model):
+    class EntityType(models.TextChoices):
+        PLAYER = "player", "Player"
+        COMPETITION = "competition", "Competition"
+        TEAM = "team", "Team"
+        PLAYER_SEASON = "player_season", "Player season"
+
+    source_name = models.CharField(max_length=80)
+    entity_type = models.CharField(max_length=30, choices=EntityType.choices)
+    external_id = models.CharField(max_length=140)
+    object_id = models.PositiveBigIntegerField()
+    created_at = models.DateTimeField(auto_now_add=True)
+    updated_at = models.DateTimeField(auto_now=True)
+
+    class Meta:
+        ordering = ["source_name", "entity_type", "external_id"]
+        constraints = [
+            models.UniqueConstraint(
+                fields=["source_name", "entity_type", "external_id"],
+                name="uniq_external_entity_mapping",
+            ),
+            models.UniqueConstraint(
+                fields=["source_name", "entity_type", "object_id"],
+                name="uniq_external_entity_target",
+            ),
+        ]
+
+    def __str__(self) -> str:
+        return f"{self.source_name}:{self.entity_type}:{self.external_id} -> {self.object_id}"

app/scouting/sample_data/__init__.py

@@ -0,0 +1 @@
+

app/scouting/sample_data/imports/hoopdata_demo_serie_a2_2025_2026.json

@@ -0,0 +1,76 @@
+{
+  "source_name": "hoopdata_demo",
+  "competition": {
+    "external_id": "comp-ita2-2025",
+    "name": "Italian Serie A2",
+    "country": "IT",
+    "level": "second"
+  },
+  "season": {
+    "name": "2025-2026",
+    "start_year": 2025,
+    "end_year": 2026
+  },
+  "players": [
+    {
+      "external_id": "player-1001",
+      "context_external_id": "ctx-1001-2025-ita2-bologna-blaze",
+      "full_name": "Andrea Pulse",
+      "first_name": "Andrea",
+      "last_name": "Pulse",
+      "birth_date": "2003-03-19",
+      "nationality": "IT",
+      "position": "PG",
+      "height_cm": 186.0,
+      "weight_kg": 79.0,
+      "wingspan_cm": 193.0,
+      "team": {
+        "external_id": "team-bologna-blaze",
+        "name": "Bologna Blaze",
+        "country": "IT"
+      },
+      "stats": {
+        "points": 17.2,
+        "assists": 6.4,
+        "steals": 1.7,
+        "turnovers": 2.5,
+        "blocks": 0.2,
+        "efg_pct": 52.1,
+        "ts_pct": 57.9,
+        "plus_minus": 3.8,
+        "offensive_rating": 113.4,
+        "defensive_rating": 106.9
+      }
+    },
+    {
+      "external_id": "player-1002",
+      "context_external_id": "ctx-1002-2025-ita2-venice-harbor",
+      "full_name": "Matteo Harbor",
+      "first_name": "Matteo",
+      "last_name": "Harbor",
+      "birth_date": "2001-11-02",
+      "nationality": "IT",
+      "position": "C",
+      "height_cm": 211.0,
+      "weight_kg": 108.0,
+      "wingspan_cm": 220.0,
+      "team": {
+        "external_id": "team-venice-harbor",
+        "name": "Venice Harbor",
+        "country": "IT"
+      },
+      "stats": {
+        "points": 12.8,
+        "assists": 1.6,
+        "steals": 0.9,
+        "turnovers": 1.8,
+        "blocks": 2.1,
+        "efg_pct": 58.7,
+        "ts_pct": 61.5,
+        "plus_minus": 4.1,
+        "offensive_rating": 111.9,
+        "defensive_rating": 102.7
+      }
+    }
+  ]
+}

app/scouting/sample_data/imports/lba_public_serie_a_fixture.json

@@ -0,0 +1,148 @@
+{
+  "categories": {
+    "points": {
+      "stats": [
+        {
+          "category": "points",
+          "player_id": 6609,
+          "name": "Muhammad-Ali",
+          "surname": "Abdur-Rahkman",
+          "team_name": "NutriBullet Treviso Basket",
+          "year": 2025,
+          "score": 19.5,
+          "team_id": 1642
+        },
+        {
+          "category": "points",
+          "player_id": 45,
+          "name": "Nicola",
+          "surname": "Akele",
+          "team_name": "Virtus Olidata Bologna",
+          "year": 2025,
+          "score": 11.2,
+          "team_id": 1715
+        }
+      ]
+    },
+    "assists": {
+      "stats": [
+        {
+          "category": "assists",
+          "player_id": 6609,
+          "name": "Muhammad-Ali",
+          "surname": "Abdur-Rahkman",
+          "team_name": "NutriBullet Treviso Basket",
+          "year": 2025,
+          "score": 4.4,
+          "team_id": 1642
+        },
+        {
+          "category": "assists",
+          "player_id": 45,
+          "name": "Nicola",
+          "surname": "Akele",
+          "team_name": "Virtus Olidata Bologna",
+          "year": 2025,
+          "score": 2.1,
+          "team_id": 1715
+        }
+      ]
+    },
+    "regain_balls": {
+      "stats": [
+        {
+          "category": "regain_balls",
+          "player_id": 6609,
+          "name": "Muhammad-Ali",
+          "surname": "Abdur-Rahkman",
+          "team_name": "NutriBullet Treviso Basket",
+          "year": 2025,
+          "score": 1.3,
+          "team_id": 1642
+        },
+        {
+          "category": "regain_balls",
+          "player_id": 45,
+          "name": "Nicola",
+          "surname": "Akele",
+          "team_name": "Virtus Olidata Bologna",
+          "year": 2025,
+          "score": 0.8,
+          "team_id": 1715
+        }
+      ]
+    },
+    "lost_balls": {
+      "stats": [
+        {
+          "category": "lost_balls",
+          "player_id": 6609,
+          "name": "Muhammad-Ali",
+          "surname": "Abdur-Rahkman",
+          "team_name": "NutriBullet Treviso Basket",
+          "year": 2025,
+          "score": 2.2,
+          "team_id": 1642
+        },
+        {
+          "category": "lost_balls",
+          "player_id": 45,
+          "name": "Nicola",
+          "surname": "Akele",
+          "team_name": "Virtus Olidata Bologna",
+          "year": 2025,
+          "score": 1.0,
+          "team_id": 1715
+        }
+      ]
+    },
+    "plus_minus": {
+      "stats": [
+        {
+          "category": "plus_minus",
+          "player_id": 6609,
+          "name": "Muhammad-Ali",
+          "surname": "Abdur-Rahkman",
+          "team_name": "NutriBullet Treviso Basket",
+          "year": 2025,
+          "score": 3.1,
+          "team_id": 1642
+        },
+        {
+          "category": "plus_minus",
+          "player_id": 45,
+          "name": "Nicola",
+          "surname": "Akele",
+          "team_name": "Virtus Olidata Bologna",
+          "year": 2025,
+          "score": 1.5,
+          "team_id": 1715
+        }
+      ]
+    },
+    "rating_oer": {
+      "stats": [
+        {
+          "category": "rating_oer",
+          "player_id": 6609,
+          "name": "Muhammad-Ali",
+          "surname": "Abdur-Rahkman",
+          "team_name": "NutriBullet Treviso Basket",
+          "year": 2025,
+          "score": 111.4,
+          "team_id": 1642
+        },
+        {
+          "category": "rating_oer",
+          "player_id": 45,
+          "name": "Nicola",
+          "surname": "Akele",
+          "team_name": "Virtus Olidata Bologna",
+          "year": 2025,
+          "score": 106.7,
+          "team_id": 1715
+        }
+      ]
+    }
+  }
+}

app/scouting/sample_data/scouting_seed.py

@@ -0,0 +1,219 @@
+from __future__ import annotations
+
+from decimal import Decimal
+
+
+ROLES = [
+    {"name": "playmaker", "slug": "playmaker"},
+    {"name": "shooting wing", "slug": "shooting-wing"},
+    {"name": "rim protector", "slug": "rim-protector"},
+    {"name": "stretch four", "slug": "stretch-four"},
+    {"name": "6th man", "slug": "6th-man"},
+]
+
+SPECIALTIES = [
+    {"name": "ball handling", "slug": "ball-handling"},
+    {"name": "off ball", "slug": "off-ball"},
+    {"name": "defense", "slug": "defense"},
+    {"name": "clutch", "slug": "clutch"},
+    {"name": "post", "slug": "post"},
+]
+
+COMPETITIONS = [
+    {"name": "Euro League", "country": "EU", "level": "top"},
+    {"name": "Italian Serie A", "country": "IT", "level": "top"},
+    {"name": "Spanish ACB", "country": "ES", "level": "top"},
+]
+
+TEAMS = [
+    {"name": "Milan Lions", "country": "IT"},
+    {"name": "Rome Falcons", "country": "IT"},
+    {"name": "Madrid Waves", "country": "ES"},
+    {"name": "Berlin Towers", "country": "DE"},
+]
+
+SEASONS = [
+    {"name": "2023-2024", "start_year": 2023, "end_year": 2024},
+    {"name": "2024-2025", "start_year": 2024, "end_year": 2025},
+    {"name": "2025-2026", "start_year": 2025, "end_year": 2026},
+]
+
+PLAYERS = [
+    {
+        "full_name": "Marco Guard",
+        "first_name": "Marco",
+        "last_name": "Guard",
+        "birth_date": "2002-01-01",
+        "nationality": "IT",
+        "height_cm": Decimal("188.00"),
+        "weight_kg": Decimal("82.00"),
+        "wingspan_cm": Decimal("194.00"),
+        "position": "PG",
+        "roles": ["playmaker"],
+        "specialties": ["ball handling", "clutch"],
+        "contexts": [
+            {
+                "season": "2025-2026",
+                "team": ("Milan Lions", "IT"),
+                "competition": "Euro League",
+                "stats": {
+                    "points": Decimal("16.00"),
+                    "assists": Decimal("8.20"),
+                    "steals": Decimal("1.90"),
+                    "turnovers": Decimal("2.40"),
+                    "blocks": Decimal("0.20"),
+                    "efg_pct": Decimal("53.40"),
+                    "ts_pct": Decimal("59.80"),
+                    "plus_minus": Decimal("4.60"),
+                    "offensive_rating": Decimal("114.00"),
+                    "defensive_rating": Decimal("105.00"),
+                },
+            },
+            {
+                "season": "2024-2025",
+                "team": ("Rome Falcons", "IT"),
+                "competition": "Italian Serie A",
+                "stats": {
+                    "points": Decimal("13.20"),
+                    "assists": Decimal("6.90"),
+                    "steals": Decimal("1.40"),
+                    "turnovers": Decimal("2.90"),
+                    "blocks": Decimal("0.10"),
+                    "efg_pct": Decimal("49.80"),
+                    "ts_pct": Decimal("55.10"),
+                    "plus_minus": Decimal("1.20"),
+                    "offensive_rating": Decimal("109.00"),
+                    "defensive_rating": Decimal("108.00"),
+                },
+            },
+        ],
+    },
+    {
+        "full_name": "Luca Wing",
+        "first_name": "Luca",
+        "last_name": "Wing",
+        "birth_date": "1999-02-14",
+        "nationality": "IT",
+        "height_cm": Decimal("201.00"),
+        "weight_kg": Decimal("93.00"),
+        "wingspan_cm": Decimal("208.00"),
+        "position": "SF",
+        "roles": ["shooting wing"],
+        "specialties": ["off ball", "clutch"],
+        "contexts": [
+            {
+                "season": "2025-2026",
+                "team": ("Madrid Waves", "ES"),
+                "competition": "Spanish ACB",
+                "stats": {
+                    "points": Decimal("17.40"),
+                    "assists": Decimal("2.60"),
+                    "steals": Decimal("1.30"),
+                    "turnovers": Decimal("1.70"),
+                    "blocks": Decimal("0.60"),
+                    "efg_pct": Decimal("57.20"),
+                    "ts_pct": Decimal("62.40"),
+                    "plus_minus": Decimal("3.10"),
+                    "offensive_rating": Decimal("118.00"),
+                    "defensive_rating": Decimal("107.00"),
+                },
+            }
+        ],
+    },
+    {
+        "full_name": "Niko Anchor",
+        "first_name": "Niko",
+        "last_name": "Anchor",
+        "birth_date": "1998-07-03",
+        "nationality": "DE",
+        "height_cm": Decimal("211.00"),
+        "weight_kg": Decimal("109.00"),
+        "wingspan_cm": Decimal("221.00"),
+        "position": "C",
+        "roles": ["rim protector"],
+        "specialties": ["defense", "post"],
+        "contexts": [
+            {
+                "season": "2025-2026",
+                "team": ("Berlin Towers", "DE"),
+                "competition": "Euro League",
+                "stats": {
+                    "points": Decimal("11.30"),
+                    "assists": Decimal("1.80"),
+                    "steals": Decimal("0.90"),
+                    "turnovers": Decimal("1.80"),
+                    "blocks": Decimal("2.40"),
+                    "efg_pct": Decimal("58.30"),
+                    "ts_pct": Decimal("61.10"),
+                    "plus_minus": Decimal("5.20"),
+                    "offensive_rating": Decimal("111.00"),
+                    "defensive_rating": Decimal("101.00"),
+                },
+            }
+        ],
+    },
+    {
+        "full_name": "Sandro Forward",
+        "first_name": "Sandro",
+        "last_name": "Forward",
+        "birth_date": "2001-09-20",
+        "nationality": "IT",
+        "height_cm": Decimal("206.00"),
+        "weight_kg": Decimal("98.00"),
+        "wingspan_cm": Decimal("214.00"),
+        "position": "PF",
+        "roles": ["stretch four"],
+        "specialties": ["off ball"],
+        "contexts": [
+            {
+                "season": "2025-2026",
+                "team": ("Rome Falcons", "IT"),
+                "competition": "Italian Serie A",
+                "stats": {
+                    "points": Decimal("15.10"),
+                    "assists": Decimal("2.90"),
+                    "steals": Decimal("0.80"),
+                    "turnovers": Decimal("1.60"),
+                    "blocks": Decimal("1.10"),
+                    "efg_pct": Decimal("56.40"),
+                    "ts_pct": Decimal("60.20"),
+                    "plus_minus": Decimal("2.70"),
+                    "offensive_rating": Decimal("116.00"),
+                    "defensive_rating": Decimal("109.00"),
+                },
+            }
+        ],
+    },
+    {
+        "full_name": "Jalen Spark",
+        "first_name": "Jalen",
+        "last_name": "Spark",
+        "birth_date": "2000-11-11",
+        "nationality": "US",
+        "height_cm": Decimal("193.00"),
+        "weight_kg": Decimal("87.00"),
+        "wingspan_cm": Decimal("199.00"),
+        "position": "SG",
+        "roles": ["6th man"],
+        "specialties": ["ball handling", "off ball"],
+        "contexts": [
+            {
+                "season": "2024-2025",
+                "team": ("Milan Lions", "IT"),
+                "competition": "Italian Serie A",
+                "stats": {
+                    "points": Decimal("18.60"),
+                    "assists": Decimal("3.40"),
+                    "steals": Decimal("1.10"),
+                    "turnovers": Decimal("2.20"),
+                    "blocks": Decimal("0.30"),
+                    "efg_pct": Decimal("54.10"),
+                    "ts_pct": Decimal("58.70"),
+                    "plus_minus": Decimal("1.80"),
+                    "offensive_rating": Decimal("113.00"),
+                    "defensive_rating": Decimal("111.00"),
+                },
+            }
+        ],
+    },
+]

app/scouting/templates/registration/login.html

@@ -0,0 +1,24 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <title>Log In</title>
+</head>
+<body>
+  <p><a href="{% url 'scouting:player_list' %}">Back to search</a></p>
+  <h1>Log In</h1>
+
+  {% if form.errors %}
+    <p>Your username and password did not match. Please try again.</p>
+  {% endif %}
+
+  <form method="post">
+    {% csrf_token %}
+    {{ form.as_p }}
+    {% if next %}
+      <input type="hidden" name="next" value="{{ next }}">
+    {% endif %}
+    <button type="submit">Log in</button>
+  </form>
+</body>
+</html>

app/scouting/templates/scouting/favorites_list.html

@@ -0,0 +1,36 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <title>Shortlist</title>
+</head>
+<body>
+  <p>
+    <a href="{% url 'scouting:player_list' %}">Back to search</a>
+    | Signed in as {{ request.user.username }}
+    | <form method="post" action="{% url 'logout' %}" style="display:inline;">
+        {% csrf_token %}
+        <button type="submit">Log out</button>
+      </form>
+  </p>
+  <h1>Your Shortlist</h1>
+  <p>This page shows favorites saved only for your account.</p>
+
+  <ul>
+    {% for entry in favorites %}
+      <li>
+        <a href="{% url 'scouting:player_detail' entry.player.id %}">{{ entry.player.full_name }}</a>
+        ({{ entry.player.position }})
+        | Notes: {{ entry.note_count }}
+        <form method="post" action="{% url 'scouting:remove_favorite' entry.player.id %}">
+          {% csrf_token %}
+          <input type="hidden" name="next" value="{{ request.get_full_path }}">
+          <button type="submit">Remove from shortlist</button>
+        </form>
+      </li>
+    {% empty %}
+      <li>No shortlisted players yet.</li>
+    {% endfor %}
+  </ul>
+</body>
+</html>

app/scouting/templates/scouting/player_detail.html

@@ -0,0 +1,130 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <title>{{ player.full_name }}</title>
+</head>
+<body>
+  <p>
+    <a href="{% url 'scouting:player_list' %}">Back to search</a>
+    {% if request.user.is_authenticated %}
+      | <a href="{% url 'scouting:favorites_list' %}">View shortlist</a>
+      | Signed in as {{ request.user.username }}
+      | <form method="post" action="{% url 'logout' %}" style="display:inline;">
+          {% csrf_token %}
+          <button type="submit">Log out</button>
+        </form>
+    {% else %}
+      | <a href="{% url 'login' %}?next={{ request.get_full_path|urlencode }}">Log in</a>
+    {% endif %}
+  </p>
+  <h1>{{ player.full_name }}</h1>
+
+  {% if request.user.is_authenticated %}
+    {% if is_favorite %}
+      <p><strong>On your shortlist.</strong></p>
+      <form method="post" action="{% url 'scouting:remove_favorite' player.id %}">
+        {% csrf_token %}
+        <input type="hidden" name="next" value="{{ request.get_full_path }}">
+        <button type="submit">Remove from shortlist</button>
+      </form>
+    {% else %}
+      <form method="post" action="{% url 'scouting:add_favorite' player.id %}">
+        {% csrf_token %}
+        <input type="hidden" name="next" value="{{ request.get_full_path }}">
+        <button type="submit">Add to shortlist</button>
+      </form>
+    {% endif %}
+  {% else %}
+    <p><a href="{% url 'login' %}?next={{ request.get_full_path|urlencode }}">Log in to manage your shortlist</a></p>
+  {% endif %}
+
+  <p>Position: {{ player.position }}</p>
+  <p>Nationality: {{ player.nationality|default:"-" }}</p>
+  <p>Birth date: {{ player.birth_date|default:"-" }}</p>
+  <p>Height (cm): {{ player.height_cm|default:"-" }}</p>
+  <p>Weight (kg): {{ player.weight_kg|default:"-" }}</p>
+  <p>Wingspan (cm): {{ player.wingspan_cm|default:"-" }}</p>
+
+  <p>
+    Roles:
+    {% for role in player.roles.all %}
+      {{ role.name }}{% if not forloop.last %}, {% endif %}
+    {% empty %}
+      -
+    {% endfor %}
+  </p>
+
+  <p>
+    Specialties:
+    {% for specialty in player.specialties.all %}
+      {{ specialty.name }}{% if not forloop.last %}, {% endif %}
+    {% empty %}
+      -
+    {% endfor %}
+  </p>
+
+  <h2>Scouting Notes</h2>
+  {% if request.user.is_authenticated %}
+    <p>These notes are visible only to your account.</p>
+    <form method="post" action="{% url 'scouting:add_note' player.id %}">
+      {% csrf_token %}
+      <input type="hidden" name="next" value="{{ request.get_full_path }}">
+      <label for="id_body">Add note</label>
+      <textarea id="id_body" name="body" rows="4" cols="60"></textarea>
+      <button type="submit">Save note</button>
+    </form>
+  {% else %}
+    <p><a href="{% url 'login' %}?next={{ request.get_full_path|urlencode }}">Log in to add personal notes</a></p>
+  {% endif %}
+
+  <ul>
+    {% for note in notes %}
+      <li>
+        <div>{{ note.body|linebreaksbr }}</div>
+        <small>Created: {{ note.created_at }}</small>
+        {% if request.user.is_authenticated %}
+          <form method="post" action="{% url 'scouting:delete_note' player.id note.id %}">
+            {% csrf_token %}
+            <input type="hidden" name="next" value="{{ request.get_full_path }}">
+            <button type="submit">Delete note</button>
+          </form>
+        {% endif %}
+      </li>
+    {% empty %}
+      <li>No notes yet.</li>
+    {% endfor %}
+  </ul>
+
+  <h2>Season Contexts</h2>
+  <ul>
+    {% for context in contexts %}
+      <li>
+        <strong>{{ context.season.name }}</strong>
+        | Team: {{ context.team.name|default:"-" }}
+        | Competition: {{ context.competition.name|default:"-" }}
+        {% if context.stats %}
+          <div>
+            PTS {{ context.stats.points|default:"-" }} |
+            AST {{ context.stats.assists|default:"-" }} |
+            STL {{ context.stats.steals|default:"-" }} |
+            TOV {{ context.stats.turnovers|default:"-" }} |
+            BLK {{ context.stats.blocks|default:"-" }}
+          </div>
+          <div>
+            eFG% {{ context.stats.efg_pct|default:"-" }} |
+            TS% {{ context.stats.ts_pct|default:"-" }} |
+            +/- {{ context.stats.plus_minus|default:"-" }} |
+            ORtg {{ context.stats.offensive_rating|default:"-" }} |
+            DRtg {{ context.stats.defensive_rating|default:"-" }}
+          </div>
+        {% else %}
+          <div>No stats available for this context.</div>
+        {% endif %}
+      </li>
+    {% empty %}
+      <li>No season contexts found.</li>
+    {% endfor %}
+  </ul>
+</body>
+</html>

app/scouting/templates/scouting/player_list.html

@@ -0,0 +1,185 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+  <meta charset="utf-8">
+  <title>Player Search</title>
+</head>
+<body>
+  <h1>Scout Search</h1>
+  <p>
+    {% if request.user.is_authenticated %}
+      Signed in as {{ request.user.username }} |
+      <a href="{% url 'scouting:favorites_list' %}">View shortlist</a> |
+      <form method="post" action="{% url 'logout' %}" style="display:inline;">
+        {% csrf_token %}
+        <button type="submit">Log out</button>
+      </form>
+    {% else %}
+      <a href="{% url 'login' %}?next={{ request.get_full_path|urlencode }}">Log in</a>
+    {% endif %}
+  </p>
+
+  {% if request.user.is_authenticated %}
+    <section>
+      <h2>Saved Searches</h2>
+      <form method="post" action="{% url 'scouting:save_search' %}">
+        {% csrf_token %}
+        {{ saved_search_form.saved_search_name.label_tag }} {{ saved_search_form.saved_search_name }}
+        {% for key, value in current_search_params.items %}
+          <input type="hidden" name="{{ key }}" value="{{ value }}">
+        {% endfor %}
+        <button type="submit">Save current search</button>
+      </form>
+      <ul>
+        {% for saved_search in saved_searches %}
+          <li>
+            <a href="{% url 'scouting:player_list' %}{% if saved_search.querystring %}?{{ saved_search.querystring }}{% endif %}">{{ saved_search.name }}</a>
+            {% if saved_search.is_active %}
+              <strong>(active)</strong>
+            {% endif %}
+            <form method="post" action="{% url 'scouting:delete_saved_search' saved_search.id %}" style="display:inline;">
+              {% csrf_token %}
+              {% for key, value in current_search_params.items %}
+                <input type="hidden" name="{{ key }}" value="{{ value }}">
+              {% endfor %}
+              <button type="submit">Delete</button>
+            </form>
+          </li>
+        {% empty %}
+          <li>No saved searches yet.</li>
+        {% endfor %}
+      </ul>
+    </section>
+  {% else %}
+    <p><a href="{% url 'login' %}?next={{ request.get_full_path|urlencode }}">Log in to save searches</a></p>
+  {% endif %}
+
+  <form method="get">
+    <fieldset>
+      <legend>Result Controls</legend>
+      {{ form.sort.label_tag }} {{ form.sort }}
+      <p>
+        Context stat sorts use the matching season context selected by the current
+        season/team/competition/stat filters.
+      </p>
+      {% if not context_sorting_enabled %}
+        <p>Context stat sorting becomes active once context or stat filters are applied.</p>
+      {% endif %}
+    </fieldset>
+
+    <fieldset>
+      <legend>Player Filters</legend>
+      {{ form.name.label_tag }} {{ form.name }}
+      {{ form.min_age.label_tag }} {{ form.min_age }}
+      {{ form.max_age.label_tag }} {{ form.max_age }}
+      {{ form.min_height_cm.label_tag }} {{ form.min_height_cm }}
+      {{ form.max_height_cm.label_tag }} {{ form.max_height_cm }}
+      {{ form.min_weight_kg.label_tag }} {{ form.min_weight_kg }}
+      {{ form.max_weight_kg.label_tag }} {{ form.max_weight_kg }}
+      {{ form.min_wingspan_cm.label_tag }} {{ form.min_wingspan_cm }}
+      {{ form.max_wingspan_cm.label_tag }} {{ form.max_wingspan_cm }}
+      {{ form.position.label_tag }} {{ form.position }}
+      {{ form.role.label_tag }} {{ form.role }}
+      {{ form.specialty.label_tag }} {{ form.specialty }}
+    </fieldset>
+
+    <fieldset>
+      <legend>Context Filters</legend>
+      {{ form.competition.label_tag }} {{ form.competition }}
+      {{ form.season.label_tag }} {{ form.season }}
+      {{ form.team.label_tag }} {{ form.team }}
+    </fieldset>
+
+    <fieldset>
+      <legend>Stats Filters</legend>
+      {{ form.min_points.label_tag }} {{ form.min_points }}
+      {{ form.min_assists.label_tag }} {{ form.min_assists }}
+      {{ form.min_steals.label_tag }} {{ form.min_steals }}
+      {{ form.max_turnovers.label_tag }} {{ form.max_turnovers }}
+      {{ form.min_blocks.label_tag }} {{ form.min_blocks }}
+      {{ form.min_efg_pct.label_tag }} {{ form.min_efg_pct }}
+      {{ form.min_ts_pct.label_tag }} {{ form.min_ts_pct }}
+      {{ form.min_plus_minus.label_tag }} {{ form.min_plus_minus }}
+      {{ form.min_offensive_rating.label_tag }} {{ form.min_offensive_rating }}
+      {{ form.max_defensive_rating.label_tag }} {{ form.max_defensive_rating }}
+    </fieldset>
+
+    <button type="submit">Search</button>
+    <a href="{% url 'scouting:player_list' %}">Clear filters</a>
+  </form>
+
+  <h2>Results ({{ total_results }})</h2>
+  <p>Sort: {{ form.sort.value|default:"name_asc" }} | Page {{ page_obj.number }} of {{ page_obj.paginator.num_pages }}</p>
+  {% if active_filters %}
+    <p>Active filters:</p>
+    <ul>
+      {% for filter in active_filters %}
+        <li>{{ filter.label }}: {{ filter.value }}</li>
+      {% endfor %}
+    </ul>
+  {% endif %}
+  <ul>
+    {% for player in players %}
+      <li>
+        <a href="{% url 'scouting:player_detail' player.id %}">{{ player.full_name }}</a>
+        ({{ player.position }})
+        {% if request.user.is_authenticated %}
+          {% if player.is_favorite %}
+            <strong>Shortlisted</strong>
+            <form method="post" action="{% url 'scouting:remove_favorite' player.id %}">
+              {% csrf_token %}
+              <input type="hidden" name="next" value="{{ request.get_full_path }}">
+              <button type="submit">Remove from shortlist</button>
+            </form>
+          {% else %}
+            <form method="post" action="{% url 'scouting:add_favorite' player.id %}">
+              {% csrf_token %}
+              <input type="hidden" name="next" value="{{ request.get_full_path }}">
+              <button type="submit">Add to shortlist</button>
+            </form>
+          {% endif %}
+        {% else %}
+          <a href="{% url 'login' %}?next={{ request.get_full_path|urlencode }}">Log in to shortlist</a>
+        {% endif %}
+        {% if player.matching_context %}
+          <div>
+            Match context:
+            {{ player.matching_context.season.name }}
+            | Team: {{ player.matching_context.team.name|default:"-" }}
+            | Competition: {{ player.matching_context.competition.name|default:"-" }}
+          </div>
+          {% if player.matching_context.stats %}
+            <div>
+              PTS {{ player.matching_context.stats.points|default:"-" }} |
+              AST {{ player.matching_context.stats.assists|default:"-" }} |
+              STL {{ player.matching_context.stats.steals|default:"-" }} |
+              TOV {{ player.matching_context.stats.turnovers|default:"-" }} |
+              BLK {{ player.matching_context.stats.blocks|default:"-" }}
+            </div>
+          {% endif %}
+        {% endif %}
+      </li>
+    {% empty %}
+      {% if has_submitted_search %}
+        <li>No players found for the current search filters.</li>
+      {% else %}
+        <li>No players available yet.</li>
+      {% endif %}
+    {% endfor %}
+  </ul>
+
+  {% if page_obj.paginator.num_pages > 1 %}
+    <nav aria-label="Pagination">
+      {% if page_obj.has_previous %}
+        <a href="?{% if query_without_page %}{{ query_without_page }}&amp;{% endif %}page={{ page_obj.previous_page_number }}">Previous</a>
+      {% endif %}
+
+      <span>Page {{ page_obj.number }} of {{ page_obj.paginator.num_pages }}</span>
+
+      {% if page_obj.has_next %}
+        <a href="?{% if query_without_page %}{{ query_without_page }}&amp;{% endif %}page={{ page_obj.next_page_number }}">Next</a>
+      {% endif %}
+    </nav>
+  {% endif %}
+</body>
+</html>

app/scouting/urls.py

@@ -0,0 +1,17 @@
+from django.urls import path
+
+from . import views
+
+app_name = "scouting"
+
+urlpatterns = [
+    path("players/", views.player_list, name="player_list"),
+    path("players/saved-searches/save/", views.save_search, name="save_search"),
+    path("players/saved-searches/<int:saved_search_id>/delete/", views.delete_saved_search, name="delete_saved_search"),
+    path("players/<int:player_id>/", views.player_detail, name="player_detail"),
+    path("players/<int:player_id>/favorite/", views.add_favorite, name="add_favorite"),
+    path("players/<int:player_id>/unfavorite/", views.remove_favorite, name="remove_favorite"),
+    path("players/<int:player_id>/notes/add/", views.add_note, name="add_note"),
+    path("players/<int:player_id>/notes/<int:note_id>/delete/", views.delete_note, name="delete_note"),
+    path("favorites/", views.favorites_list, name="favorites_list"),
+]

app/scouting/views.py

@@ -0,0 +1,512 @@
+from __future__ import annotations
+
+from decimal import Decimal
+from urllib.parse import urlencode
+
+from django.core.paginator import Paginator
+from django.contrib.auth.decorators import login_required
+from django.db.models import Count, Exists, OuterRef, Prefetch, Q
+from django.http import HttpResponseRedirect
+from django.shortcuts import get_object_or_404, render
+from django.urls import reverse
+from django.views.decorators.http import require_POST
+
+from .forms import PlayerSearchForm, SavedSearchForm
+from .models import FavoritePlayer, Player, PlayerNote, PlayerSeason, SavedSearch
+
+PAGE_SIZE = 20
+PLAYER_SORTS = {
+    "name_asc",
+    "name_desc",
+    "age_youngest",
+    "height_desc",
+    "weight_desc",
+}
+CONTEXT_SORTS = {
+    "points_desc": "points",
+    "assists_desc": "assists",
+    "ts_pct_desc": "ts_pct",
+    "blocks_desc": "blocks",
+}
+SEARCH_PARAM_FIELDS = [
+    "name",
+    "sort",
+    "position",
+    "role",
+    "specialty",
+    "min_age",
+    "max_age",
+    "min_height_cm",
+    "max_height_cm",
+    "min_weight_kg",
+    "max_weight_kg",
+    "min_wingspan_cm",
+    "max_wingspan_cm",
+    "competition",
+    "season",
+    "team",
+    "min_points",
+    "min_assists",
+    "min_steals",
+    "max_turnovers",
+    "min_blocks",
+    "min_efg_pct",
+    "min_ts_pct",
+    "min_plus_minus",
+    "min_offensive_rating",
+    "max_defensive_rating",
+]
+FILTER_LABELS = {
+    "name": "Name",
+    "position": "Position",
+    "role": "Role",
+    "specialty": "Specialty",
+    "min_age": "Min age",
+    "max_age": "Max age",
+    "min_height_cm": "Min height (cm)",
+    "max_height_cm": "Max height (cm)",
+    "min_weight_kg": "Min weight (kg)",
+    "max_weight_kg": "Max weight (kg)",
+    "min_wingspan_cm": "Min wingspan (cm)",
+    "max_wingspan_cm": "Max wingspan (cm)",
+    "competition": "Competition",
+    "season": "Season",
+    "team": "Team",
+    "min_points": "Min points",
+    "min_assists": "Min assists",
+    "min_steals": "Min steals",
+    "max_turnovers": "Max turnovers",
+    "min_blocks": "Min blocks",
+    "min_efg_pct": "Min eFG%",
+    "min_ts_pct": "Min TS%",
+    "min_plus_minus": "Min +/-",
+    "min_offensive_rating": "Min ORtg",
+    "max_defensive_rating": "Max DRtg",
+}
+
+
+def serialize_search_params(cleaned_data: dict) -> dict[str, str]:
+    params = {}
+    for field_name in SEARCH_PARAM_FIELDS:
+        value = cleaned_data.get(field_name)
+        if value in (None, ""):
+            continue
+        if field_name == "sort" and value == "name_asc":
+            continue
+        params[field_name] = str(getattr(value, "pk", value))
+    return params
+
+
+def read_search_params_from_payload(payload) -> dict[str, str]:
+    params = {}
+    for field_name in SEARCH_PARAM_FIELDS:
+        value = payload.get(field_name)
+        if value in (None, ""):
+            continue
+        params[field_name] = str(value)
+    return params
+
+
+def build_active_filters(form: PlayerSearchForm, cleaned_data: dict) -> list[dict[str, str]]:
+    active_filters = []
+    for field_name, label in FILTER_LABELS.items():
+        value = cleaned_data.get(field_name)
+        if value in (None, ""):
+            continue
+        field = form.fields[field_name]
+        if getattr(field, "choices", None):
+            value_label = str(dict(field.choices).get(str(value), value))
+        elif hasattr(value, "name"):
+            value_label = value.name
+        else:
+            value_label = str(value)
+        active_filters.append({"label": label, "value": value_label})
+    return active_filters
+
+
+def apply_favorite_state(players, user):
+    if not user.is_authenticated:
+        favorite_ids = set()
+    else:
+        favorite_ids = set(FavoritePlayer.objects.filter(user=user).values_list("player_id", flat=True))
+    for player in players:
+        player.is_favorite = player.id in favorite_ids
+
+
+def redirect_to_next(request, fallback_url):
+    next_url = request.POST.get("next")
+    if next_url and next_url.startswith("/"):
+        return HttpResponseRedirect(next_url)
+    return HttpResponseRedirect(fallback_url)
+
+
+def sort_players(players, sort_key: str, context_filters_used: bool):
+    if sort_key not in PLAYER_SORTS | set(CONTEXT_SORTS):
+        sort_key = "name_asc"
+
+    if sort_key == "name_asc":
+        players.sort(key=lambda player: player.full_name.casefold())
+        return sort_key
+    if sort_key == "name_desc":
+        players.sort(key=lambda player: player.full_name.casefold(), reverse=True)
+        return sort_key
+    if sort_key == "age_youngest":
+        players.sort(
+            key=lambda player: (
+                player.birth_date is None,
+                -(player.birth_date.toordinal()) if player.birth_date else 0,
+                player.full_name.casefold(),
+            )
+        )
+        return sort_key
+    if sort_key == "height_desc":
+        players.sort(
+            key=lambda player: (
+                player.height_cm is None,
+                -(player.height_cm or Decimal("0")),
+                player.full_name.casefold(),
+            )
+        )
+        return sort_key
+    if sort_key == "weight_desc":
+        players.sort(
+            key=lambda player: (
+                player.weight_kg is None,
+                -(player.weight_kg or Decimal("0")),
+                player.full_name.casefold(),
+            )
+        )
+        return sort_key
+
+    if not context_filters_used:
+        players.sort(key=lambda player: player.full_name.casefold())
+        return "name_asc"
+
+    stat_name = CONTEXT_SORTS[sort_key]
+    players.sort(
+        key=lambda player: (
+            getattr(getattr(getattr(player, "matching_context", None), "stats", None), stat_name, None) is None,
+            -(
+                getattr(getattr(getattr(player, "matching_context", None), "stats", None), stat_name)
+                or Decimal("0")
+            ),
+            player.full_name.casefold(),
+        )
+    )
+    return sort_key
+
+
+def player_list(request):
+    form = PlayerSearchForm(request.GET or None)
+    saved_search_form = SavedSearchForm()
+    queryset = (
+        Player.objects.all()
+        .prefetch_related("roles", "specialties")
+        .order_by("full_name")
+    )
+    context_filters_used = False
+    requested_sort = request.GET.get("sort") or "name_asc"
+    current_search_params = read_search_params_from_payload(request.GET)
+    active_filters = []
+
+    if form.is_valid():
+        data = form.cleaned_data
+        requested_sort = data["sort"] or "name_asc"
+        current_search_params = serialize_search_params(data)
+        active_filters = build_active_filters(form, data)
+
+        if data["name"]:
+            queryset = queryset.filter(full_name__icontains=data["name"])
+        if data["position"]:
+            queryset = queryset.filter(position=data["position"])
+        if data["role"]:
+            queryset = queryset.filter(roles=data["role"])
+        if data["specialty"]:
+            queryset = queryset.filter(specialties=data["specialty"])
+
+        if data["min_height_cm"] is not None:
+            queryset = queryset.filter(height_cm__gte=data["min_height_cm"])
+        if data["max_height_cm"] is not None:
+            queryset = queryset.filter(height_cm__lte=data["max_height_cm"])
+        if data["min_weight_kg"] is not None:
+            queryset = queryset.filter(weight_kg__gte=data["min_weight_kg"])
+        if data["max_weight_kg"] is not None:
+            queryset = queryset.filter(weight_kg__lte=data["max_weight_kg"])
+        if data["min_wingspan_cm"] is not None:
+            queryset = queryset.filter(wingspan_cm__gte=data["min_wingspan_cm"])
+        if data["max_wingspan_cm"] is not None:
+            queryset = queryset.filter(wingspan_cm__lte=data["max_wingspan_cm"])
+
+        if data["min_age"] is not None:
+            cutoff = form.birth_date_upper_bound_for_age(data["min_age"])
+            queryset = queryset.filter(birth_date__lte=cutoff)
+        if data["max_age"] is not None:
+            cutoff = form.birth_date_lower_bound_for_age(data["max_age"])
+            queryset = queryset.filter(birth_date__gte=cutoff)
+
+        context_filters_used = any(
+            data[field] is not None and data[field] != ""
+            for field in [
+                "competition",
+                "season",
+                "team",
+                "min_points",
+                "min_assists",
+                "min_steals",
+                "max_turnovers",
+                "min_blocks",
+                "min_efg_pct",
+                "min_ts_pct",
+                "min_plus_minus",
+                "min_offensive_rating",
+                "max_defensive_rating",
+            ]
+        )
+
+        if context_filters_used:
+            context_qs = PlayerSeason.objects.filter(player=OuterRef("pk"))
+            matching_contexts = PlayerSeason.objects.all()
+
+            if data["competition"]:
+                context_qs = context_qs.filter(competition=data["competition"])
+                matching_contexts = matching_contexts.filter(competition=data["competition"])
+            if data["season"]:
+                context_qs = context_qs.filter(season=data["season"])
+                matching_contexts = matching_contexts.filter(season=data["season"])
+            if data["team"]:
+                context_qs = context_qs.filter(team=data["team"])
+                matching_contexts = matching_contexts.filter(team=data["team"])
+
+            stats_filters_used = any(
+                data[field] is not None
+                for field in [
+                    "min_points",
+                    "min_assists",
+                    "min_steals",
+                    "max_turnovers",
+                    "min_blocks",
+                    "min_efg_pct",
+                    "min_ts_pct",
+                    "min_plus_minus",
+                    "min_offensive_rating",
+                    "max_defensive_rating",
+                ]
+            )
+            if stats_filters_used:
+                context_qs = context_qs.filter(stats__isnull=False)
+                matching_contexts = matching_contexts.filter(stats__isnull=False)
+
+            if data["min_points"] is not None:
+                context_qs = context_qs.filter(stats__points__gte=data["min_points"])
+                matching_contexts = matching_contexts.filter(stats__points__gte=data["min_points"])
+            if data["min_assists"] is not None:
+                context_qs = context_qs.filter(stats__assists__gte=data["min_assists"])
+                matching_contexts = matching_contexts.filter(stats__assists__gte=data["min_assists"])
+            if data["min_steals"] is not None:
+                context_qs = context_qs.filter(stats__steals__gte=data["min_steals"])
+                matching_contexts = matching_contexts.filter(stats__steals__gte=data["min_steals"])
+            if data["max_turnovers"] is not None:
+                context_qs = context_qs.filter(stats__turnovers__lte=data["max_turnovers"])
+                matching_contexts = matching_contexts.filter(stats__turnovers__lte=data["max_turnovers"])
+            if data["min_blocks"] is not None:
+                context_qs = context_qs.filter(stats__blocks__gte=data["min_blocks"])
+                matching_contexts = matching_contexts.filter(stats__blocks__gte=data["min_blocks"])
+            if data["min_efg_pct"] is not None:
+                context_qs = context_qs.filter(stats__efg_pct__gte=data["min_efg_pct"])
+                matching_contexts = matching_contexts.filter(stats__efg_pct__gte=data["min_efg_pct"])
+            if data["min_ts_pct"] is not None:
+                context_qs = context_qs.filter(stats__ts_pct__gte=data["min_ts_pct"])
+                matching_contexts = matching_contexts.filter(stats__ts_pct__gte=data["min_ts_pct"])
+            if data["min_plus_minus"] is not None:
+                context_qs = context_qs.filter(stats__plus_minus__gte=data["min_plus_minus"])
+                matching_contexts = matching_contexts.filter(stats__plus_minus__gte=data["min_plus_minus"])
+            if data["min_offensive_rating"] is not None:
+                context_qs = context_qs.filter(stats__offensive_rating__gte=data["min_offensive_rating"])
+                matching_contexts = matching_contexts.filter(
+                    stats__offensive_rating__gte=data["min_offensive_rating"]
+                )
+            if data["max_defensive_rating"] is not None:
+                context_qs = context_qs.filter(stats__defensive_rating__lte=data["max_defensive_rating"])
+                matching_contexts = matching_contexts.filter(
+                    stats__defensive_rating__lte=data["max_defensive_rating"]
+                )
+
+            queryset = queryset.annotate(has_matching_context=Exists(context_qs)).filter(has_matching_context=True)
+            # Reuse the same filtered PlayerSeason scope and take the first ordered row
+            # so the displayed context is deterministic and tied to the actual match.
+            matching_contexts = (
+                matching_contexts.select_related("season", "team", "competition", "stats")
+                .order_by("-season__start_year", "team__name", "competition__name", "pk")
+            )
+            queryset = queryset.prefetch_related(
+                Prefetch(
+                    "player_seasons",
+                    queryset=matching_contexts,
+                    to_attr="matching_contexts",
+                )
+            )
+
+    queryset = queryset.distinct()
+    players = list(queryset)
+
+    if context_filters_used:
+        for player in players:
+            player.matching_context = next(iter(player.matching_contexts), None)
+
+    active_sort = sort_players(players, requested_sort, context_filters_used)
+    paginator = Paginator(players, PAGE_SIZE)
+    page_obj = paginator.get_page(request.GET.get("page"))
+    apply_favorite_state(page_obj.object_list, request.user)
+
+    saved_searches = []
+    if request.user.is_authenticated:
+        for saved_search in SavedSearch.objects.filter(user=request.user):
+            querystring = urlencode(saved_search.params)
+            saved_searches.append(
+                {
+                    "id": saved_search.id,
+                    "name": saved_search.name,
+                    "querystring": querystring,
+                    "is_active": saved_search.params == current_search_params,
+                }
+            )
+
+    return render(
+        request,
+        "scouting/player_list.html",
+        {
+            "form": form,
+            "players": page_obj.object_list,
+            "page_obj": page_obj,
+            "active_sort": active_sort,
+            "total_results": paginator.count,
+            "query_without_page": urlencode(current_search_params),
+            "current_search_params": current_search_params,
+            "has_submitted_search": bool(current_search_params),
+            "active_filters": active_filters,
+            "context_sorting_enabled": context_filters_used,
+            "saved_search_form": saved_search_form,
+            "saved_searches": saved_searches,
+        },
+    )
+
+
+def player_detail(request, player_id: int):
+    player = get_object_or_404(
+        Player.objects.prefetch_related("roles", "specialties"),
+        pk=player_id,
+    )
+
+    contexts = (
+        PlayerSeason.objects.filter(player=player)
+        .select_related("season", "team", "competition", "stats")
+        .order_by("-season__start_year", "team__name", "competition__name")
+    )
+    if request.user.is_authenticated:
+        notes = player.notes.filter(user=request.user)
+        is_favorite = FavoritePlayer.objects.filter(user=request.user, player=player).exists()
+    else:
+        notes = PlayerNote.objects.none()
+        is_favorite = False
+
+    return render(
+        request,
+        "scouting/player_detail.html",
+        {
+            "player": player,
+            "contexts": contexts,
+            "notes": notes,
+            "is_favorite": is_favorite,
+        },
+    )
+
+
+@login_required
+@require_POST
+def add_favorite(request, player_id: int):
+    player = get_object_or_404(Player, pk=player_id)
+    FavoritePlayer.objects.get_or_create(user=request.user, player=player)
+    return redirect_to_next(request, reverse("scouting:player_detail", args=[player.id]))
+
+
+@login_required
+@require_POST
+def remove_favorite(request, player_id: int):
+    player = get_object_or_404(Player, pk=player_id)
+    FavoritePlayer.objects.filter(user=request.user, player=player).delete()
+    return redirect_to_next(request, reverse("scouting:player_detail", args=[player.id]))
+
+
+@login_required
+@require_POST
+def add_note(request, player_id: int):
+    player = get_object_or_404(Player, pk=player_id)
+    body = (request.POST.get("body") or "").strip()
+    if body:
+        PlayerNote.objects.create(user=request.user, player=player, body=body)
+    return redirect_to_next(request, reverse("scouting:player_detail", args=[player.id]))
+
+
+@login_required
+@require_POST
+def delete_note(request, player_id: int, note_id: int):
+    player = get_object_or_404(Player, pk=player_id)
+    PlayerNote.objects.filter(user=request.user, player=player, pk=note_id).delete()
+    return redirect_to_next(request, reverse("scouting:player_detail", args=[player.id]))
+
+
+@login_required
+def favorites_list(request):
+    favorites = list(
+        FavoritePlayer.objects.filter(user=request.user)
+        .select_related("player")
+        .prefetch_related("player__roles", "player__specialties")
+        .annotate(note_count=Count("player__notes", filter=Q(player__notes__user=request.user)))
+        .order_by("-created_at", "player__full_name")
+    )
+
+    for entry in favorites:
+        entry.player.is_favorite = True
+
+    return render(
+        request,
+        "scouting/favorites_list.html",
+        {
+            "favorites": favorites,
+        },
+    )
+
+
+@login_required
+@require_POST
+def save_search(request):
+    name_form = SavedSearchForm(request.POST)
+    player_search_form = PlayerSearchForm(request.POST)
+    if not name_form.is_valid():
+        return HttpResponseRedirect(reverse("scouting:player_list"))
+
+    if player_search_form.is_valid():
+        params = serialize_search_params(player_search_form.cleaned_data)
+    else:
+        params = read_search_params_from_payload(request.POST)
+
+    SavedSearch.objects.update_or_create(
+        user=request.user,
+        name=name_form.cleaned_data["saved_search_name"].strip(),
+        defaults={"params": params},
+    )
+    target = reverse("scouting:player_list")
+    if not params:
+        return HttpResponseRedirect(target)
+    return HttpResponseRedirect(f"{target}?{urlencode(params)}")
+
+
+@login_required
+@require_POST
+def delete_saved_search(request, saved_search_id: int):
+    SavedSearch.objects.filter(user=request.user, pk=saved_search_id).delete()
+    query = read_search_params_from_payload(request.POST)
+    target = reverse("scouting:player_list")
+    if not query:
+        return HttpResponseRedirect(target)
+    return HttpResponseRedirect(f"{target}?{urlencode(query)}")

docs/ARCHITECTURE.md

@@ -27,6 +27,7 @@ The current baseline decision is:
 - `ADR-0004`: configuration and environment strategy baseline
 - `ADR-0005`: scouting search-domain baseline
 - `ADR-0006`: initial domain-model baseline
+- `ADR-0009`: real-data ingestion baseline
 
 The current baseline assumes:
 - Python 3
@@ -46,6 +47,8 @@ Future search model/filter/UI implementation should follow the domain semantics
 
 Future Django domain model work should follow `docs/adr/0006-initial-domain-model.md` as the baseline entity/relationship decision (including player-season stat ownership and taxonomy treatment) unless superseded by a later ADR.
 
+Future importer and ingestion work should follow `docs/adr/0009-real-data-ingestion-baseline.md` as the baseline for importer shape, deterministic identity matching, idempotent re-runs, and imported-vs-internal-vs-user-owned data boundaries unless superseded by a later ADR.
+
 ## Future Sections Placeholder
 
 Future versions of this document may include sections such as:

docs/adr/0009-real-data-ingestion-baseline.md

@@ -0,0 +1,146 @@
+# ADR-0009: Real-Data Ingestion Baseline
+
+## Status
+Accepted
+
+## Context
+The scouting MVP is working with seeded data, but there is no accepted baseline for how real external data should enter the system. Before building the first importer, we need one predictable ingestion shape, clear identity rules, and explicit ownership boundaries so repeated imports are safe and do not damage scouting or user-owned data.
+
+## Decision
+
+### 1. Ingestion strategy baseline
+Use a command-oriented, source-specific baseline.
+
+- Each source gets its own Django management command under `scouting`.
+- The first importer is single-source and single-competition scoped.
+- Command behavior for MVP:
+  - read a structured input payload for one source (no scraping in this phase)
+  - normalize to HoopScout field conventions
+  - validate required identifiers and required MVP fields
+  - upsert supported imported models in deterministic order inside a transaction
+- Keep execution synchronous and local-command driven for now.
+
+This is the smallest safe baseline: simple to run, testable, and repeatable without introducing an ingestion platform.
+
+### 2. Source identity and external identifiers
+Imports must use deterministic matching keys. Fuzzy matching is out of scope for MVP imports.
+
+External identifier policy:
+- `Player`: require source external player ID.
+- `Competition`: require source external competition ID.
+- `Team`: require source external team ID.
+- `Season`: use internal canonical season identity (`name`, `start_year`, `end_year`) as the MVP match key; source season ID may be added later if needed.
+- `PlayerSeason`: require a deterministic context identity built from source IDs for player + season + team + competition.
+- `PlayerSeasonStats`: match strictly by the resolved `PlayerSeason` (one stats row per player-season context in current model).
+
+Model-shape guidance for implementation:
+- Add source-aware external identity mapping support before first importer write path.
+- Preferred MVP shape: small generic mapping table keyed by (`source_name`, `entity_type`, `external_id`) -> internal object reference.
+- Avoid source-specific columns spread across core domain tables in MVP.
+
+Duplication/merge safety rules:
+- Never merge two internal entities without deterministic ID evidence.
+- If deterministic identity is missing, skip row and report validation error (do not guess).
+- Re-running the same source payload must update existing mapped records, not create duplicates.
+
+### 3. Data ownership boundary
+Three ownership zones are explicit:
+
+- Imported source data (updatable by importer):
+  - objective player profile fields provided by source
+  - competition/team/season context fields provided by source
+  - player-season and stats payload fields provided by source
+- Internal scouting enrichment (not overwritten by importer by default):
+  - roles
+  - specialties
+  - future internal scouting metadata unless explicitly marked importer-owned in a later ADR
+- User-scoped product data (never touched by importer):
+  - favorites
+  - notes
+  - saved searches
+
+Importer code must not overwrite user-owned or internal enrichment data unless a later decision explicitly allows it.
+
+### 4. Update semantics baseline
+Repeated imports are expected and must be idempotent.
+
+- Upsert allowed:
+  - `Player`, `Competition`, `Team`, `Season`, `PlayerSeason`, `PlayerSeasonStats` for importer-owned fields only.
+- Immutable/append-only assumptions for MVP:
+  - user-owned tables remain untouched
+  - internal enrichment remains untouched
+  - import-run audit rows (if added) are append-only
+- Optional fields:
+  - missing optional source fields must not block ingestion; store null/empty where allowed
+- Conflict behavior:
+  - deterministic key mismatch or missing required IDs is a row-level error, not a heuristic merge.
+
+### 5. MVP ingestion scope
+The first ingestion implementation must stay narrow:
+
+- one source
+- one competition
+- one command-oriented flow
+- minimal useful fields only (core player identity/profile + player-season context + stats already represented by current model)
+
+No scraping framework, no async worker orchestration, and no multi-source reconciliation engine in this phase.
+
+### 6. Model impact guidance
+Before first importer implementation, introduce only the minimum schema support needed for deterministic identity and repeatability:
+
+- required: source/external ID mapping support
+- recommended: lightweight import-run tracking for observability and replay confidence
+- not required now:
+  - broad domain redesign
+  - full provenance graph
+  - multi-source conflict resolution model
+
+### 7. Implementation guidance for the next prompt
+The next ingestion implementation task should assume:
+
+- first importer shape:
+  - source-specific management command
+  - structured input -> normalize -> validate -> transactional upsert
+- identity matching:
+  - external ID mapping required for player/team/competition/player-season contexts
+  - season matched by canonical internal season identity in MVP
+- repeatability/idempotency:
+  - safe to run same payload multiple times with stable results
+- data touch boundaries:
+  - importer updates only importer-owned objective fields
+  - importer does not modify roles/specialties/favorites/notes/saved searches
+
+## Alternatives considered
+
+### A. Direct ad-hoc scripts that write straight to tables
+Rejected. Too hard to verify, repeat, and maintain safely across contributors.
+
+### B. Full ingestion platform first (queues, orchestrator, multi-source reconciliation)
+Rejected. Too much complexity for current phase and first real importer scope.
+
+### C. Natural-key-only matching without external identifiers
+Rejected. High duplication and ambiguous merge risk across repeated imports.
+
+### D. Source-specific external ID columns on each core model
+Not chosen for MVP baseline. It couples core schema to individual sources and scales poorly when adding sources.
+
+## Trade-offs
+- Pros:
+  - deterministic identity and safer repeat imports
+  - clear ownership boundaries that protect scouting/user data
+  - minimal implementation surface for first real importer
+- Cons:
+  - requires adding mapping support before importer write path
+  - strict ID requirements may reject incomplete rows instead of ingesting partial guesses
+
+## Consequences
+- Future importer implementation can proceed without re-deciding baseline ingestion shape.
+- First importer work will prioritize deterministic mapping and idempotent upserts over source breadth.
+- Search/product layers remain stable while objective source data becomes replaceable and repeatable.
+
+## Follow-up decisions needed
+1. Exact schema design for source/external ID mapping table and object reference strategy.
+2. Whether import-run tracking is mandatory in MVP or phase-2.1.
+3. Field-by-field importer ownership matrix (which columns are importer-owned vs internal-only).
+4. Error-report output format for skipped/invalid rows.
+5. When to add source season external IDs if natural season identity becomes insufficient.