Skip to main content

Confiture 🍓

PostgreSQL migrations, sweetly done.

Build from DDL. Adopt on day one against a database that already has migrations applied. Preflight every deploy by replaying the pending migrations against a parallel database, rolled back. Sync production data with PII anonymization.

PyPI Quality Gate Python Version Matrix Examples Python 3.11+ PostgreSQL 14+ License: MIT


In 30 seconds

# 1. You already have a database at migration 004 (applied by hand or by another tool).
#    Tell Confiture about that history without re-running the SQL:
$ confiture migrate baseline --through 004 -c db/environments/production.yaml
  ✅ 001 create_users (marked as applied)
  ✅ 002 create_orders (marked as applied)
  ✅ 003 add_user_email (marked as applied)
  ✅ 004 add_user_preferences (marked as applied)
✅ Marked 4 migration(s) as applied, skipped 0 already applied

# 2. Machine-readable proof that the tracking is healthy:
$ confiture migrate status -c db/environments/production.yaml --format json | jq '.applied | length'
4

# 3. Preflight: replay the pending migrations on a parallel DB, inside a rollback.
$ confiture migrate preflight --against "$PREFLIGHT_URL" -c db/environments/production.yaml
Execution check: 1 migration(s) against postgresql://preflight-host/app

  ✓  20260520143015  add_user_bio                              (0.02s)

  ✓ All 1 migration(s) passed.
  (Rolled back — preflight DB unchanged)
exit 0

That's the loop. Baseline once → status to confirm → preflight every deploy.


Already have migrations?

The single biggest reason migration tools fail adoption is the day-one cliff: existing tables already exist, so any tool that tries to apply migrations from scratch crashes on the first CREATE TABLE. Confiture's answer is migrate baseline:

confiture migrate baseline --through <last-applied-version>

The walkthrough — including failure modes, the integration test that backs the recipe, and what tb_confiture ends up looking like — is in docs/guides/legacy-bootstrap.md.


No db/schema/ directory? That works too.

confiture migrate up, down, down-to, status, current, baseline, and preflight are the migration runner — they don't require a db/schema/ directory (migrate current prints the latest applied revision as a narrow "what's deployed?" contract; migrate down --steps N rolls back relatively while migrate down-to <revision> rolls back to a specific revision, refusing atomically if any required .down.sql is missing). The "Build from DDL" pitch above the fold sells one of confiture's four strategies; the other three (incremental migrations, production sync, schema-to-schema FDW migration) work against a project whose only source of truth is the migration chain itself.

If you're evaluating confiture against Flyway / Alembic / dbmate / sqlx-cli as a pure migration runner, skip confiture build and use everything else. Walkthrough: docs/guides/02-incremental-migrations.md.


When to use Confiture?

Capability Confiture Flyway Alembic dbmate sqlx-cli plain psql
Source of truth DDL files or migration chain migration chain model classes migration chain migration chain DDL files
Tracking table yes yes yes yes yes no
Rollback (down.sql) yes paid yes yes yes no
Preflight against a copy DB yes (replayed, rolled back) no no no no no
Build from scratch in <1s yes no no no no yes (manual)
Production sync + anonymization yes no no no no no
Zero-downtime via FDW yes no no no no no
Ecosystem maturity / stars early very mature mature mature mature n/a

Note on "source of truth": confiture can run as a pure migration tool against a project that has no db/schema/ directory — the DDL workflow is opt-in. See No db/schema/ directory? above.

Confiture wins on build-from-DDL, replayed preflight, and production sync. It loses on ecosystem age — Flyway and Alembic have a decade of community knowledge. Pick honestly.

Adoption checklist

Situation Recommended tool
1 environment + 1 contributor, schema rarely changes plain psql
2+ environments, schema changes weekly Confiture, Flyway, Alembic, or dbmate
Multi-agent / AI-driven development on shared schemas Confiture with the pgGit plugin (plugins/fraiseql-confiture-pggit/)
You have a migration chain (no db/schema/) and want preflight + tracking Confiture (use everything except confiture build)
You want db/schema/ to be source of truth, not a migration chain Confiture
You need zero-downtime schema swaps with postgres_fdw Confiture (Medium 4)
You're committed to SQLAlchemy ORM Alembic
You're committed to a JVM stack Flyway

CI integration

A migrate preflight gate on every PR, a migrate up step on deploy. Exit codes are semantic, so the CI configuration stays simple:

# .github/workflows/db.yml
name: DB

on:
  pull_request:
    paths:
      - 'db/**'
  push:
    branches: [main]

jobs:
  preflight:
    if: github.event_name == 'pull_request'
    runs-on: ubuntu-latest
    services:
      postgres:
        image: postgres:16
        env: { POSTGRES_PASSWORD: x }
        ports: ['5432:5432']
        options: >-
          --health-cmd pg_isready --health-interval 10s
          --health-timeout 5s --health-retries 5
    steps:
      - uses: actions/checkout@v4
      - uses: astral-sh/setup-uv@v3
      - run: uv pip install --system fraiseql-confiture
      - name: Restore production snapshot to preflight DB
        run: ./scripts/restore-snapshot.sh   # your own; pg_restore from S3/GCS
      - name: Confiture preflight
        env:
          PREFLIGHT_URL: postgresql://postgres:x@localhost:5432/preflight
        run: |
          confiture migrate preflight \
            --against "$PREFLIGHT_URL" \
            -c db/environments/preflight.yaml \
            --format json --output preflight.json
      - uses: actions/upload-artifact@v4
        with:
          name: preflight-report
          path: preflight.json

  deploy:
    if: github.ref == 'refs/heads/main'
    runs-on: ubuntu-latest
    environment: production
    steps:
      - uses: actions/checkout@v4
      - uses: astral-sh/setup-uv@v3
      - run: uv pip install --system fraiseql-confiture
      # No YAML needed in CI — the migrate family reads DATABASE_URL directly
      # (or pass --database-url "$DSN"). See the connection-source docs below.
      - run: confiture migrate up
        env:
          DATABASE_URL: ${{ secrets.PROD_DATABASE_URL }}

migrate up/down/status/verify/preflight accept --database-url <dsn> (or read CONFITURE_DATABASE_URL / DATABASE_URL) so runtime-resolved DSNs need no temp YAML — precedence and details in the CLI reference.

Exit codes are a documented stability contract — see the exit-code reference. The most operationally important: 2 tracking table absent, 3 DB connection failed, 5 config invalid, 6 lock contention. For migrate preflight's drift-gate codes specifically, see the dry-run guide.

Migrations that open their own SAVEPOINTs, use psycopg's conn.transaction(), or wrap DO $$ … EXCEPTION WHEN … $$ blocks are supported under all three modes. The rules a migration body must follow for the SAVEPOINT-based rollback to stay clean are documented in the transaction & SAVEPOINT contract.


Python project snippet

Add Confiture as a dev dependency. pglast (PostgreSQL's own parser) comes with it since 0.50.0.

# pyproject.toml
[dependency-groups]
dev = [
  "fraiseql-confiture>=0.50",
  "pytest>=8",
]
# justfile
default:
    just --list

db-build:
    confiture build --env local

db-up:
    confiture migrate up

db-status:
    confiture migrate status

db-preflight:
    confiture migrate preflight --against "$PREFLIGHT_URL"

Or as a Makefile:

db-build:
	confiture build --env local

db-up:
	confiture migrate up

db-status:
	confiture migrate status

Library API

Confiture is a CLI first, but the migrator is fully usable from Python:

from confiture import Migrator

with Migrator.from_config("db/environments/prod.yaml") as m:
    status = m.status()
    if status.has_pending:
        result = m.up()
        print(f"Applied {len(result.applied)} migrations")

Building on confiture

What confiture knows about a schema is a public seam, confiture.platform: read a schema from DDL or from a live database into one model, diff two schemas into typed changes, order tables by their foreign keys, say which columns a writer supplies and what each must respect, and write, apply and validate seed files. Every name and signature is pinned by a contract test, and no signature exposes a parser or driver type.

from confiture.platform import dependency_order, parse_schema, writable_columns

model = parse_schema(env="local")
for table in dependency_order(model):
    print(table.display, [c.name for c in writable_columns(model, table)])

confiture schema dump-model writes the same model as byte-stable JSON. Its consumers: fraisier, which drives confiture at deploy time through the adapter contract, and fraiseql-semis (in development), which generates seed data on the seam. See Building on confiture and the platform API reference.


The Four Strategies

Strategy Use Case Command
Build from DDL Fresh databases, testing, CI confiture build --env local
Incremental Migrations Existing databases, production confiture migrate up
Production Sync Copy data with PII anonymization confiture sync --from prod --anonymize users.email
Zero-Downtime Complex migrations via FDW confiture migrate schema-to-schema

Documentation

Start here

Guides

Reference

For agents and tooling

  • JSON schemas are published for the --format json output of every command, which tests/unit/json_schemas/test_every_json_command_has_a_schema.py holds to. They ship in the package (python/confiture/schemas/) and are mirrored under docs/reference/json-schemas/, one section per command in docs/reference/json-schemas.md; a test asserts the mirror equals the packaged source, and each schema is validated against payloads the command wrote.
  • On an error path in --format json mode, the migrate family emits a structured error envelope on stdout — {"ok": false, "error": {code, message, severity, actionable, details, migration, file, line}} — and exits with the exit code for that error. The full code list and the envelope schema are in the error-code codebook.
  • confiture migrate validate --list-patterns --format json exposes the full idempotency-detection catalog (read-only, no DB / config / migrations directory needed).
  • Quiet-success ambiguities surface advisory hints in payload["hints"] (or on stderr in text mode) — exit codes are unaffected.

Contributing

git clone https://github.com/fraiseql/confiture.git
cd confiture
uv sync --all-extras
uv run pytest

See CONTRIBUTING.md and CLAUDE.md.


Author & License

Vibe-engineered by Lionel Hamayon 🍓

MIT License — Copyright (c) 2025 Lionel Hamayon


Making jam from strawberries, one migration at a time. 🍓→🍯

Metadata

Release files for fraiseql-confiture 1.27.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for fraiseql-confiture 1.27.0
File Size Uploaded
fraiseql_confiture-1.27.0.tar.gz 3.8 MB Details

Built distributions (wheels)

Table of built distributions (wheels) for fraiseql-confiture 1.27.0
File
fraiseql_confiture-1.27.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
fraiseql_confiture-1.27.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
fraiseql_confiture-1.27.0-cp313-cp313-manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64 Details
fraiseql_confiture-1.27.0-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
fraiseql_confiture-1.27.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
fraiseql_confiture-1.27.0-cp312-cp312-manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ x86-64 Details
fraiseql_confiture-1.27.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
fraiseql_confiture-1.27.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
fraiseql_confiture-1.27.0-cp311-cp311-manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64 Details
fraiseql_confiture-1.27.0-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details

Total release size: 19.1 MB

Release files / fraiseql_confiture-1.27.0.tar.gz

Download URL fraiseql_confiture-1.27.0.tar.gz
Size 3.8 MB
Tags Source
SHA-256 checksum
How to use checksums
0609edf7cab7cb306df28902fbb876f1aca16234fd2272cd484d9e4da88f01ee
BLAKE2b-256 checksum
How to use checksums
ab002aeb1c8a01ebdddb462b4f311b70bc04e5d6d0c16cabe7b5758a96765ee8
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp314-cp314-win_amd64.whl

Download URL fraiseql_confiture-1.27.0-cp314-cp314-win_amd64.whl
Size 1.5 MB
Tags CPython 3.14 Windows x86-64
SHA-256 checksum
How to use checksums
14654bbc08f54ea49288bff1713d45806a009ae3553afbe71e80f73160fe8f9a
BLAKE2b-256 checksum
How to use checksums
dded25c8df3de23b209c55dc3eeecbfd80fdcb15ca03f23b0d92343fc5ec9c5e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp313-cp313-win_amd64.whl

Download URL fraiseql_confiture-1.27.0-cp313-cp313-win_amd64.whl
Size 1.5 MB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
57e7bbe7fb54aba115295d7f9394af3fa68e53d2aba36fedbe6f63dcffc90ca1
BLAKE2b-256 checksum
How to use checksums
62582a0849037be03d80ba625f0b8e035602ee10859a622599836be61c5da3c1
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp313-cp313-manylinux_2_28_x86_64.whl

Download URL fraiseql_confiture-1.27.0-cp313-cp313-manylinux_2_28_x86_64.whl
Size 1.6 MB
Tags CPython 3.13 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
70d826e1244640841db0bb8f0f08af62d8b6474b582d8a58194badaf066ec8be
BLAKE2b-256 checksum
How to use checksums
e8db58732d3bf24b0fc2cd15fa0c5f3e6be35ff48419d858ca203f8f3d975227
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL fraiseql_confiture-1.27.0-cp313-cp313-macosx_11_0_arm64.whl
Size 1.5 MB
Tags CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
1dbfae6e3ca2c332259e3cdc847566d2656a4c626822e8692dab20c6f9c19195
BLAKE2b-256 checksum
How to use checksums
f5ae6b674d68e4244547dadbc85b09a1159ebc04ec2f0faf306bdd2e02d74571
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp312-cp312-win_amd64.whl

Download URL fraiseql_confiture-1.27.0-cp312-cp312-win_amd64.whl
Size 1.5 MB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
f3a80e9b3e796acc1ea4f270b4f2701d1c4cfd7edfeef680b749d03b5b0985bf
BLAKE2b-256 checksum
How to use checksums
7cbb84b8907afd7304bc3dcf5ef33f61c442c280ca25df53eef3ea74259e527e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp312-cp312-manylinux_2_28_x86_64.whl

Download URL fraiseql_confiture-1.27.0-cp312-cp312-manylinux_2_28_x86_64.whl
Size 1.6 MB
Tags CPython 3.12 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
65613f4d857076094832cd0c141fa0fb3343bd651aad2325935c7df036a092bd
BLAKE2b-256 checksum
How to use checksums
9f7df8268801a9fe53152d7684bc8cdbe17bc1bfc407a6ea5700af4c130a56c4
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL fraiseql_confiture-1.27.0-cp312-cp312-macosx_11_0_arm64.whl
Size 1.5 MB
Tags CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
41d717ca9d84764136ff02faeead58ab5d9aaee52e23e3fefb5b83ec1c7b905b
BLAKE2b-256 checksum
How to use checksums
0a99bcf40938f327594bbf7c26bf039728d715b1cc78f7670a7853ef04c43cc5
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp311-cp311-win_amd64.whl

Download URL fraiseql_confiture-1.27.0-cp311-cp311-win_amd64.whl
Size 1.5 MB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
fb19ad1913a7ec07a1af3308cc11c048be2a089b8033d6fab86051902be31d21
BLAKE2b-256 checksum
How to use checksums
625a39bd6b19260c2c00f44fc717a9aa18945273cebf1100fae0b8a98a6bc41f
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp311-cp311-manylinux_2_28_x86_64.whl

Download URL fraiseql_confiture-1.27.0-cp311-cp311-manylinux_2_28_x86_64.whl
Size 1.6 MB
Tags CPython 3.11 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
46e2fedd004f50cff4277cd789e8d6b6acfb6dbaf6e16cd461089f885f27b86b
BLAKE2b-256 checksum
How to use checksums
4de44ae52ef38a03399820edf04c411bccc3894a6f6385dc377de1b955e999e3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release files / fraiseql_confiture-1.27.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL fraiseql_confiture-1.27.0-cp311-cp311-macosx_11_0_arm64.whl
Size 1.5 MB
Tags CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum
How to use checksums
4813883a71cf35545371a3f29b75b17b961e81c11f104653f99f8a6145c63db6
BLAKE2b-256 checksum
How to use checksums
2d7c643ab6cf1a4991826675d7ddc3743d5a3af087fc26822af5d84c616ab0e3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via uv/0.12.21 {"installer":{"name":"uv","version":"0.12.21","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

Release history Release notifications | RSS feed

1.36.1

4 release files

1.36.0

4 release files

1.35.0

4 release files

This release

1.27.0 This release

11 release files

1.9.1

11 release files

1.9.0

11 release files

1.6.0

11 release files

0.9.5

11 release files

0.9.4

11 release files

0.9.3

11 release files

0.9.2

11 release files

0.9.0

11 release files

0.8.9

11 release files

0.8.8

11 release files

0.8.7

11 release files

0.8.6

11 release files

0.8.5

11 release files

0.8.4

11 release files

0.8.3

11 release files

0.8.2

11 release files

0.8.1

11 release files

0.6.2

11 release files

0.6.0

11 release files

0.5.9

11 release files

0.5.8

11 release files

0.5.7

11 release files

0.5.6

11 release files

0.5.5

11 release files

0.5.4

11 release files

0.5.2

11 release files

0.5.1

11 release files

0.5.0

11 release files

0.4.4

11 release files

0.4.3

11 release files

0.4.2

11 release files

0.3.9

11 release files

0.3.7

10 release files

0.3.6

10 release files

0.3.5

10 release files

0.3.4

10 release files

0.3.2

10 release files

0.3.1

10 release files

0.1.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page