---
title: Backend Testing
sidebar_position: 3
---

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# Backend Testing

🚧 **Coming Soon** 🚧

Complete guide for testing Superset's Python backend, APIs, and database interactions.

## Topics to be covered:

- Pytest configuration and fixtures
- Unit testing best practices
- Integration testing with databases
- API endpoint testing
- Mocking strategies and patterns
- Testing async operations with Celery
- Security testing guidelines
- Performance and load testing
- Test database setup and teardown
- Coverage requirements

## Quick Commands

```bash
# Run all backend tests
pytest

# Run specific test file
pytest tests/unit_tests/specific_test.py

# Run with coverage
pytest --cov=superset

# Run tests in parallel
pytest -n auto

# Run only unit tests
pytest tests/unit_tests/

# Run only integration tests
pytest tests/integration_tests/
```

## Testing Alerts & Reports with Celery and MailHog

The Alerts & Reports feature relies on Celery for task scheduling and execution. To test it locally, you need Redis (message broker), Celery Beat (scheduler), a Celery Worker (executor), and an SMTP server to receive email notifications.

### Prerequisites

- Redis running on `localhost:6379`
- [MailHog](https://github.com/mailhog/MailHog) installed (a local SMTP server with a web UI for viewing caught emails)

### superset_config.py

Your `CeleryConfig` **must** include `beat_schedule`. When you define a custom `CeleryConfig` class in `superset_config.py`, it replaces the default entirely. If you omit `beat_schedule`, Celery Beat will start but never schedule any report tasks.

```python
from celery.schedules import crontab
from superset.tasks.types import ExecutorType

REDIS_HOST = "localhost"
REDIS_PORT = "6379"

class CeleryConfig:
    broker_url = f"redis://{REDIS_HOST}:{REDIS_PORT}/0"
    result_backend = f"redis://{REDIS_HOST}:{REDIS_PORT}/0"
    broker_connection_retry_on_startup = True
    imports = (
        "superset.sql_lab",
        "superset.tasks.scheduler",
        "superset.tasks.thumbnails",
        "superset.tasks.cache",
    )
    worker_prefetch_multiplier = 10
    task_acks_late = True
    beat_schedule = {
        "reports.scheduler": {
            "task": "reports.scheduler",
            "schedule": crontab(minute="*", hour="*"),
        },
        "reports.prune_log": {
            "task": "reports.prune_log",
            "schedule": crontab(minute=0, hour=0),
        },
    }

CELERY_CONFIG = CeleryConfig

# SMTP settings pointing to MailHog
SMTP_HOST = "localhost"
SMTP_PORT = 1025
SMTP_STARTTLS = False
SMTP_SSL = False
SMTP_USER = ""
SMTP_PASSWORD = ""
SMTP_MAIL_FROM = "superset@localhost"

# Must match where your frontend is running
WEBDRIVER_BASEURL = "http://localhost:9000/"

ALERT_REPORTS_EXECUTE_AS = [ExecutorType.OWNER]

FEATURE_FLAGS = {
    "ALERT_REPORTS": True,
    # Recommended for better screenshot support (WebGL/DeckGL charts)
    "PLAYWRIGHT_REPORTS_AND_THUMBNAILS": True,
}
```

:::note
Do not include `"superset.tasks.async_queries"` in `CeleryConfig.imports` unless you need Global Async Queries. That module accesses `current_app.config` at import time and will crash the worker with a "Working outside of application context" error.
:::

### Starting the Services

Start MailHog, then Celery Beat and Worker in separate terminals:

```bash
# Terminal 1 - MailHog (SMTP on :1025, Web UI on :8025)
MailHog

# Terminal 2 - Celery Beat (scheduler)
celery --app=superset.tasks.celery_app:app beat --loglevel=info

# Terminal 3 - Celery Worker (executor)
celery --app=superset.tasks.celery_app:app worker --concurrency=1 --loglevel=info
```

Use `--concurrency=1` to limit resource usage on your dev machine.

### Verifying the Setup

1. **Beat** should log `Scheduler: Sending due task reports.scheduler (reports.scheduler)` once per minute
2. **Worker** should log `Scheduling alert <name> eta: <timestamp>` for each active report
3. Create a test report in **Settings > Alerts & Reports** with a `* * * * *` cron schedule
4. Check **http://localhost:8025** (MailHog web UI) for the email within 1-2 minutes

### Troubleshooting

| Problem | Solution |
|---|---|
| Beat shows no output | Ensure `beat_schedule` is defined in your `CeleryConfig` and `--loglevel=info` is set |
| "Report Schedule is still working, refusing to re-compute" | Previous executions are stuck. Reset with: `UPDATE report_schedule SET last_state = 'Not triggered' WHERE id = <id>;` |
| Task backlog overwhelming the worker | Flush Redis: `redis-cli FLUSHDB`, then restart Beat and Worker |
| Screenshot timeout | Ensure your frontend dev server is running and `WEBDRIVER_BASEURL` matches its URL |

---

*This documentation is under active development. Check back soon for updates!*