diff --git a/README.md b/README.md index afe124f3fb..f1088fa071 100644 --- a/README.md +++ b/README.md @@ -24,6 +24,20 @@ - 🚢 Deployment instructions using Docker Compose, including how to set up a frontend Traefik proxy to handle automatic HTTPS certificates. - 🏭 CI (continuous integration) and CD (continuous deployment) based on GitHub Actions. +## Analytics and Observability + +This project now includes enhanced analytics capabilities and observability through OpenTelemetry: + +* **New Analytics Endpoints**: + * `/api/v1/analytics/user-summary`: Provides a summary of user statistics, including total users, active/inactive counts, and signup trends (if user creation timestamps are available). + * `/api/v1/analytics/item-trends`: Provides a summary of item statistics, including total items and creation trends (if item creation timestamps are available). + These endpoints utilize Polars for efficient in-memory data aggregation. + +* **OpenTelemetry Integration**: + * The backend is instrumented with OpenTelemetry for distributed tracing. This provides insights into request flows and database interactions. + * To export traces, configure the OTLP exporter endpoint via the environment variable: `OTEL_EXPORTER_OTLP_ENDPOINT=""` (e.g., `http://localhost:4317`). + * You can also customize the service name reported to your observability platform using the `OTEL_SERVICE_NAME` environment variable. + ### Dashboard Login [![API docs](img/login.png)](https://github.com/fastapi/full-stack-fastapi-template) diff --git a/backend/app/api/main.py b/backend/app/api/main.py index eac18c8e8f..066c78f045 100644 --- a/backend/app/api/main.py +++ b/backend/app/api/main.py @@ -1,6 +1,6 @@ from fastapi import APIRouter -from app.api.routes import items, login, private, users, utils +from app.api.routes import analytics, items, login, private, users, utils from app.core.config import settings api_router = APIRouter() @@ -8,6 +8,7 @@ api_router.include_router(users.router) api_router.include_router(utils.router) api_router.include_router(items.router) +api_router.include_router(analytics.router) if settings.ENVIRONMENT == "local": diff --git a/backend/app/api/routes/analytics.py b/backend/app/api/routes/analytics.py new file mode 100644 index 0000000000..b0a6bde187 --- /dev/null +++ b/backend/app/api/routes/analytics.py @@ -0,0 +1,201 @@ +from datetime import date + +import polars as pl +import pydantic # Ensure pydantic is imported +from fastapi import APIRouter +from opentelemetry import trace +from sqlmodel import select + +from app.api.deps import SessionDep # SessionDep for dependency injection +from app.models import Item, User # Assuming User model is in app.models, Import Item + + +# Pydantic models for response +class UserSignupTrend(pydantic.BaseModel): # Corrected: pydantic.BaseModel + signup_date: date + count: int + + +class UserActivity(pydantic.BaseModel): # Corrected: pydantic.BaseModel + active_users: int + inactive_users: int + + +class UserAnalyticsSummary(pydantic.BaseModel): # Corrected: pydantic.BaseModel + total_users: int + signup_trends: list[UserSignupTrend] + activity_summary: UserActivity + # Add more fields as desired, e.g., average_items_per_user: float + + +# Pydantic models for Item analytics +class ItemCreationTrend(pydantic.BaseModel): + creation_date: date + count: int + + +# class ItemOwnerDistribution(pydantic.BaseModel): # Optional for now +# owner_id: str +# item_count: int + + +class ItemAnalyticsTrends(pydantic.BaseModel): + total_items: int + creation_trends: list[ItemCreationTrend] + # owner_distribution: List[ItemOwnerDistribution] # Optional + + +router = APIRouter(prefix="/analytics", tags=["analytics"]) +tracer = trace.get_tracer(__name__) + + +@router.get("/user-summary", response_model=UserAnalyticsSummary) +def get_user_summary( + session: SessionDep, +) -> ( + UserAnalyticsSummary +): # get_current_active_superuser is imported but not used here yet + with tracer.start_as_current_span("user_summary_endpoint"): + with tracer.start_as_current_span("fetch_all_users_sql"): + statement = select(User) + users_list = list(session.exec(statement).all()) + + if not users_list: + return UserAnalyticsSummary( + total_users=0, + signup_trends=[], + activity_summary=UserActivity(active_users=0, inactive_users=0), + ) + + with tracer.start_as_current_span("convert_users_to_polars"): + users_data = [] + for user in users_list: + user_dict = { + "id": user.id, # No explicit str() casting for now, per instructions + "email": user.email, + "is_active": user.is_active, + "is_superuser": user.is_superuser, + "full_name": user.full_name, + } + # Attempt to get 'created_at' if it exists (it doesn't in the standard model) + if hasattr(user, "created_at") and user.created_at: + user_dict["created_at"] = user.created_at + users_data.append(user_dict) + + if ( + not users_data + ): # Should not happen if users_list is not empty, but as a safe guard + return UserAnalyticsSummary( + total_users=0, + signup_trends=[], + activity_summary=UserActivity(active_users=0, inactive_users=0), + ) + + # Create DataFrame without explicit casting of 'id' first. + # If Polars errors on UUID, the instruction is to add: + # df_users = df_users.with_columns(pl.col('id').cast(pl.Utf8)) + df_users = pl.DataFrame(users_data) + + total_users = df_users.height # More idiomatic for Polars than len(df_users) + + with tracer.start_as_current_span("calculate_user_activity_polars"): + active_users = df_users.filter(pl.col("is_active")).height + inactive_users = total_users - active_users + + signup_trends_data = [] + if ( + "created_at" in df_users.columns + ): # This will be false as User model has no created_at + with tracer.start_as_current_span("calculate_signup_trends_polars"): + # Ensure 'created_at' is a datetime type. If string, parse it. + # Assuming it's already a datetime.date or datetime.datetime from SQLModel + # If it's datetime, cast to date for daily trends + df_users_with_date = df_users.with_columns( + pl.col("created_at").cast(pl.Date).alias("signup_day") + ) + + signup_counts_df = ( + df_users_with_date.group_by("signup_day") + .agg(pl.count().alias("count")) + .sort("signup_day") + ) + + signup_trends_data = [ + UserSignupTrend(signup_date=row["signup_day"], count=row["count"]) + for row in signup_counts_df.to_dicts() + ] + + return UserAnalyticsSummary( + total_users=total_users, + signup_trends=signup_trends_data, # Will be empty as 'created_at' is not in User model + activity_summary=UserActivity( + active_users=active_users, inactive_users=inactive_users + ), + ) + + +@router.get("/item-trends", response_model=ItemAnalyticsTrends) +def get_item_trends(session: SessionDep) -> ItemAnalyticsTrends: + with tracer.start_as_current_span("item_trends_endpoint"): + with tracer.start_as_current_span("fetch_all_items_sql"): + statement = select(Item) + items_list = list(session.exec(statement).all()) + + if not items_list: + return ItemAnalyticsTrends( + total_items=0, + creation_trends=[], + # owner_distribution=[] # Optional + ) + + with tracer.start_as_current_span("convert_items_to_polars"): + items_data = [] + for item in items_list: + item_dict = { + "id": str(item.id), # Cast UUID to string + "title": item.title, + "description": item.description, + "owner_id": str(item.owner_id), # Cast UUID to string + } + # IMPORTANT: Item model does not have 'created_at'. + # This will result in empty creation_trends. + if hasattr(item, "created_at") and item.created_at: + item_dict["created_at"] = item.created_at + items_data.append(item_dict) + + if not items_data: # Safety check + return ItemAnalyticsTrends(total_items=0, creation_trends=[]) + + df_items = pl.DataFrame(items_data) + + total_items = df_items.height + + creation_trends_data = [] + if "created_at" in df_items.columns: + with tracer.start_as_current_span("calculate_item_creation_trends_polars"): + # Ensure 'created_at' is datetime, then cast to date for daily trends + df_items_with_date = df_items.with_columns( + pl.col("created_at").cast(pl.Date).alias("creation_day") + ) + + creation_counts_df = ( + df_items_with_date.group_by("creation_day") + .agg(pl.count().alias("count")) + .sort("creation_day") + ) + + creation_trends_data = [ + ItemCreationTrend( + creation_date=row["creation_day"], count=row["count"] + ) + for row in creation_counts_df.to_dicts() + ] + + # Placeholder for owner distribution if implemented later + # owner_distribution_data = [] + + return ItemAnalyticsTrends( + total_items=total_items, + creation_trends=creation_trends_data, + # owner_distribution=owner_distribution_data # Optional + ) diff --git a/backend/app/core/telemetry.py b/backend/app/core/telemetry.py new file mode 100644 index 0000000000..38352d87fa --- /dev/null +++ b/backend/app/core/telemetry.py @@ -0,0 +1,47 @@ +import os + +from fastapi import FastAPI +from opentelemetry import trace +from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter +from opentelemetry.instrumentation.fastapi import FastAPIInstrumentor +from opentelemetry.instrumentation.sqlalchemy import SQLAlchemyInstrumentor +from opentelemetry.sdk.resources import Resource +from opentelemetry.sdk.trace import TracerProvider +from opentelemetry.sdk.trace.export import BatchSpanProcessor + +from app.core.config import settings # To potentially get service name +from app.core.db import engine # Assuming engine is in app.core.db + + +def init_telemetry(app: FastAPI) -> None: + # Set service name, try from settings or default + service_name = getattr(settings, "OTEL_SERVICE_NAME", "fastapi-application") + + resource = Resource(attributes={"service.name": service_name}) + + # Configure OTLP exporter only if endpoint is explicitly set + # This prevents connection attempts in CI/test environments + otlp_endpoint = os.getenv("OTEL_EXPORTER_OTLP_ENDPOINT") + + provider = TracerProvider(resource=resource) + + if otlp_endpoint: + span_exporter = OTLPSpanExporter( + endpoint=otlp_endpoint, + # insecure=True # Set to True if your collector is not using TLS. Adjust as needed. + ) + processor = BatchSpanProcessor(span_exporter) + provider.add_span_processor(processor) + + # Sets the global default tracer provider + trace.set_tracer_provider(provider) + + # Instrument FastAPI + FastAPIInstrumentor.instrument_app(app) + + # Instrument SQLAlchemy + # Ensure the engine is already configured/available when this is called. + SQLAlchemyInstrumentor().instrument(engine=engine) + + # You can get a tracer instance and create spans if needed for custom instrumentation later + # tracer = trace.get_tracer(__name__) diff --git a/backend/app/main.py b/backend/app/main.py index 9a95801e74..631ec3ec3b 100644 --- a/backend/app/main.py +++ b/backend/app/main.py @@ -5,6 +5,7 @@ from app.api.main import api_router from app.core.config import settings +from app.core.telemetry import init_telemetry # Import the new function def custom_generate_unique_id(route: APIRoute) -> str: @@ -20,6 +21,9 @@ def custom_generate_unique_id(route: APIRoute) -> str: generate_unique_id_function=custom_generate_unique_id, ) +# Initialize OpenTelemetry +init_telemetry(app) + # Set all CORS enabled origins if settings.all_cors_origins: app.add_middleware( diff --git a/backend/app/tests/api/test_analytics.py b/backend/app/tests/api/test_analytics.py new file mode 100644 index 0000000000..28af2f9006 --- /dev/null +++ b/backend/app/tests/api/test_analytics.py @@ -0,0 +1,56 @@ +from fastapi.testclient import TestClient + +from app.core.config import settings + +# Assuming your FastAPI app instance is named 'app' in 'app.main' +# Adjust the import if your app instance is located elsewhere for tests +# from app.main import app + +# Expected Pydantic response models (adjust import path if they are moved) +# from app.api.routes.analytics import UserAnalyticsSummary, ItemAnalyticsTrends + + +# Test for User Analytics Summary +def test_get_user_summary(client: TestClient) -> None: + response = client.get(f"{settings.API_V1_STR}/analytics/user-summary") + assert response.status_code == 200 + data = response.json() + + assert "total_users" in data + assert isinstance(data["total_users"], int) + + assert "signup_trends" in data + assert isinstance(data["signup_trends"], list) + + assert "activity_summary" in data + assert "active_users" in data["activity_summary"] + assert "inactive_users" in data["activity_summary"] + assert isinstance(data["activity_summary"]["active_users"], int) + assert isinstance(data["activity_summary"]["inactive_users"], int) + + # Check if signup_trends items have the correct structure if not empty + if data["signup_trends"]: + trend_item = data["signup_trends"][0] + assert "signup_date" in trend_item + assert "count" in trend_item + assert isinstance(trend_item["count"], int) + + +# Test for Item Analytics Trends +def test_get_item_trends(client: TestClient) -> None: + response = client.get(f"{settings.API_V1_STR}/analytics/item-trends") + assert response.status_code == 200 + data = response.json() + + assert "total_items" in data + assert isinstance(data["total_items"], int) + + assert "creation_trends" in data + assert isinstance(data["creation_trends"], list) + + # Check if creation_trends items have the correct structure if not empty + if data["creation_trends"]: + trend_item = data["creation_trends"][0] + assert "creation_date" in trend_item + assert "count" in trend_item + assert isinstance(trend_item["count"], int) diff --git a/backend/pyproject.toml b/backend/pyproject.toml index 1c77b83ded..e1e59c9798 100644 --- a/backend/pyproject.toml +++ b/backend/pyproject.toml @@ -21,6 +21,13 @@ dependencies = [ "pydantic-settings<3.0.0,>=2.2.1", "sentry-sdk[fastapi]<2.0.0,>=1.40.6", "pyjwt<3.0.0,>=2.8.0", + "duckdb", + "polars", + "opentelemetry-api", + "opentelemetry-sdk", + "opentelemetry-exporter-otlp", + "opentelemetry-instrumentation-fastapi", + "opentelemetry-instrumentation-sqlalchemy", ] [tool.uv] @@ -28,7 +35,7 @@ dev-dependencies = [ "pytest<8.0.0,>=7.4.3", "mypy<2.0.0,>=1.8.0", 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end of file +MailCatcher: http://localhost.tiangolo.com:1080 diff --git a/frontend/.gitignore b/frontend/.gitignore index 75e25e0ef4..093ec6dcbd 100644 --- a/frontend/.gitignore +++ b/frontend/.gitignore @@ -27,4 +27,4 @@ openapi.json /playwright-report/ /blob-report/ /playwright/.cache/ -/playwright/.auth/ \ No newline at end of file +/playwright/.auth/ diff --git a/frontend/src/client/sdk.gen.ts b/frontend/src/client/sdk.gen.ts index 156003aec9..a5093b861f 100644 --- a/frontend/src/client/sdk.gen.ts +++ b/frontend/src/client/sdk.gen.ts @@ -4,6 +4,8 @@ import type { CancelablePromise } from "./core/CancelablePromise" import { OpenAPI } from "./core/OpenAPI" import { request as __request } from "./core/request" import type { + AnalyticsGetUserSummaryResponse, + AnalyticsGetItemTrendsResponse, ItemsReadItemsData, ItemsReadItemsResponse, ItemsCreateItemData, @@ -48,6 +50,32 @@ import type { UtilsHealthCheckResponse, } from "./types.gen" +export class AnalyticsService { + /** + * Get User Summary + * @returns UserAnalyticsSummary Successful Response + * @throws ApiError + */ + public static getUserSummary(): CancelablePromise { + return __request(OpenAPI, { + method: "GET", + url: "/api/v1/analytics/user-summary", + }) + } + + /** + * Get Item Trends + * @returns ItemAnalyticsTrends Successful Response + * @throws ApiError + */ + public static getItemTrends(): CancelablePromise { + return __request(OpenAPI, { + method: "GET", + url: "/api/v1/analytics/item-trends", + }) + } +} + export class ItemsService { /** * Read Items diff --git a/frontend/src/client/types.gen.ts b/frontend/src/client/types.gen.ts index 67d4abd286..1f8d738970 100644 --- a/frontend/src/client/types.gen.ts +++ b/frontend/src/client/types.gen.ts @@ -13,11 +13,21 @@ export type HTTPValidationError = { detail?: Array } +export type ItemAnalyticsTrends = { + total_items: number + creation_trends: Array +} + export type ItemCreate = { title: string description?: string | null } +export type ItemCreationTrend = { + creation_date: string + count: number +} + export type ItemPublic = { title: string description?: string | null @@ -61,6 +71,17 @@ export type UpdatePassword = { new_password: string } +export type UserActivity = { + active_users: number + inactive_users: number +} + +export type UserAnalyticsSummary = { + total_users: number + signup_trends: Array + activity_summary: UserActivity +} + export type UserCreate = { email: string is_active?: boolean @@ -83,6 +104,11 @@ export type UserRegister = { full_name?: string | null } +export type UserSignupTrend = { + signup_date: string + count: number +} + export type UsersPublic = { data: Array count: number @@ -107,6 +133,10 @@ export type ValidationError = { type: string } +export type AnalyticsGetUserSummaryResponse = UserAnalyticsSummary + +export type AnalyticsGetItemTrendsResponse = ItemAnalyticsTrends + export type ItemsReadItemsData = { limit?: number skip?: number