Implementing Backup Strategies

1. Understanding Backup Options

OptionApplies To
CollectionsPod-based only
BackupsServerless (managed snapshots)
External S3/ParquetBoth (DIY)

2. Creating Pinecone Backups (Serverless)

Example: Create Backup

pc.create_backup(index_name="docs",
                 backup_name="docs-2026-01-15",
                 description="Pre-deploy snapshot")

3. Restoring from Backup

Example: Restore

pc.create_index_from_backup(
    backup_id="backup-abc",
    name="docs-restored",
)

4. Scheduling Regular Backups

Example: Daily Cron

# crontab: backup daily at 02:00
0 2 * * * /usr/bin/python /opt/scripts/pinecone_backup.py

5. Implementing Incremental Backups

Example: Export Changed

since = last_backup_ts
ids = [d.id for d in source_db.changed_since(since)]
for chunk in batched(ids, 1000):
    vecs = index.fetch(ids=chunk)["vectors"]
    write_parquet(vecs, "s3://backups/incr.parquet")

6. Storing Backups Securely

PracticeDetail
Encrypt at restS3 SSE-KMS
Restrict accessIAM policy
Versioned bucketProtect from overwrites

7. Managing Backup Retention

TierRetention
Daily7 days
Weekly4 weeks
Monthly12 months

8. Verifying Backup Integrity

Example: Spot Restore Test

# weekly: restore backup to throwaway index, query 50 sample vecs,
# compare to live results
sample_ids = random.sample(all_ids, 50)
live = index.fetch(ids=sample_ids)
restored = test_index.fetch(ids=sample_ids)
assert live == restored

9. Documenting Recovery Procedures

DR Runbook

  1. Identify last good backup.
  2. Restore to a new index name.
  3. Run validation queries.
  4. Repoint application config to restored index.
  5. Document RTO/RPO achieved.

10. Implementing Disaster Recovery

TierStrategy
RPO < 1hReplay from source-DB CDC
RPO < 24hDaily managed backup
RPO < 1 weekWeekly Parquet exports

11. Testing Backup Restoration

CadenceTest
MonthlyFull restore drill
QuarterlyGame-day exercise
Per releaseSnapshot before deploy

12. Automating Backup Workflows

ToolUse
Airflow / PrefectScheduled DAGs
GitHub Actions cronLightweight
AWS EventBridge + LambdaManaged serverless