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Databases

Observal runs two DBs with very different jobs.

DB Role Access pattern Schema source of truth
Postgres 16 Registry, users, config Relational, transactional Alembic migrations in observal-server/alembic/versions/
ClickHouse 26.5 Telemetry and audit event storage Columnar, time-series, high-write Versioned SQL migrations in observal-server/clickhouse/migrations/

Postgres

What's in it

  • users, roles, RBAC bindings
  • mcps, agents, skills, hooks, prompts, sandboxes: registry metadata
  • reviews: submission review state
  • feedback, ratings
  • alerts, alert_history
  • api_keys
  • audit_log and related audit tables

Migrations

Managed by Alembic. The server applies pending migrations automatically on startup. Migration files live in observal-server/alembic/versions/.

For Docker Compose deployments, run the init service manually when needed:

docker compose -f docker/docker-compose.yml run --rm observal-init

The init service applies Alembic and ClickHouse migrations before API startup. observal server migrate moves data between deployments; it does not apply schema migrations.

Reset

To wipe the registry and start over:

docker compose -f docker/docker-compose.yml down -v
docker compose -f docker/docker-compose.yml up --build -d

The -v deletes all named volumes. Use only in dev.

ClickHouse

What's in it

Core tables:

Table Contents
session_events Raw and parsed harness JSONL lines, token fields, tool fields, and session metadata
session_stats_agg Pre-aggregated session list and summary metrics from session_events
layer_snapshots Harness config snapshots used by version-aware insights
audit_log Audit events
security_events Security events for login, auth, and admin activity
webhook_deliveries Alert webhook delivery attempts and status

Deduplication and aggregates

session_events and layer_snapshots use ReplacingMergeTree for idempotent ingest. session_stats_agg uses AggregatingMergeTree and is maintained by a materialized view.

The API query layer handles the required FINAL or aggregate reads. If you query ClickHouse directly, match the table engine instead of assuming every table reads the same way.

Retention (TTL)

Controlled by DATA_RETENTION_DAYS:

  • Default 90: rows older than 90 days are TTL'd out.
  • 0: retention disabled (disk grows without bound).
  • The server enforces a minimum of 7 on any non-zero value.

TTL runs asynchronously. Disk space is reclaimed on the next merge; don't expect instant free-up.

Schema migrations

ClickHouse schema changes are managed separately from Alembic. Alembic is only for Postgres.

ClickHouse migration files live in:

observal-server/clickhouse/migrations/*.sql

The init container runs ClickHouse migrations after Alembic and before the API starts. The migration runner records applied files in clickhouse_schema_migrations.

On existing installations that predate versioned ClickHouse migrations, the runner detects the existing baseline tables and stamps 001_baseline.sql as applied instead of replaying the whole baseline.

For local checks outside Docker, run the same runner from the server package:

cd observal-server
python -m services.clickhouse.migrations

Do not put ClickHouse DDL in startup code. Add a new migration file instead.

Capacity planning

Session record size depends on harness transcript detail and tool output size. Measure representative sessions, apply the configured raw-line retention window, and plan 2 to 3 times headroom for merges and replicas.

External ClickHouse

For heavy workloads, run ClickHouse outside the compose stack (ClickHouse Cloud, a dedicated VM, etc.). Point the API at it:

CLICKHOUSE_URL=clickhouse://user:pass@external-clickhouse.example.com:8123/observal

Remove the observal-clickhouse service from docker-compose.yml or ignore it.

Backup

See Backup and restore. Short version:

  • Postgres: pg_dump from a running container.
  • ClickHouse: snapshot the chdata volume, or use ClickHouse's native BACKUP command.
  • Both: back up before every upgrade.

Next

→ Authentication and SSO