Real-Time Data Streaming

Common Challenges & Technical Drivers

• Database query latency spikes and CPU lockups degrading user experience.
• Unmanaged database connection spikes exhausting server capacity during traffic surges.
• Lack of point-in-time recovery testing creating catastrophic data loss exposure.
• Difficulty scaling vector embeddings and analytics queries alongside transactional writes.

What Is Included (In-Scope Deliverables)

• Production multi-AZ database cluster architecture and provisioning with automated failover.
• Database connection pooling (PgBouncer / RDS Proxy) and query cache optimization.
• Automated continuous backup snapshot schedules with point-in-time recovery verification.
• Schema indexing analysis and slow query log profiling to resolve I/O bottlenecks.

Scope Boundaries & Transparent Exclusions

• Third-party cloud database instance and storage volume consumption charges.
• Custom proprietary business algorithm authoring unrelated to data pipeline execution.
• Manual ongoing data entry or customer record hygiene.
• Recovering unbacked databases corrupted prior to our engagement.

Tangible Engineering Deliverables

• Terraform modules for multi-AZ database clusters, parameter groups, and backup policies.
• Query performance profiling report identifying slow queries, missing indexes, and scan patterns.
• Disaster recovery runbook detailing point-in-time restore and cross-region replication.
• Connection pooler configuration and database monitoring telemetry dashboards.

Select your target cloud environment and operational scale to view projected engineering capacity and sprint milestones.

Enterprise baseline declaration module deployed as part of this service scope. Fully auditable, zero-lockin, turnkey source code.

resource "aws_rds_cluster" "aurora_postgres" {
  cluster_identifier      = "aurora-pg-production"
  engine                  = "aurora-postgresql"
  engine_version          = "16.2"
  database_name           = "production_core"
  manage_master_user_password = true

  backup_retention_period = 35
  preferred_backup_window = "02:00-03:00"
  storage_encrypted       = true
  deletion_protection     = true
}

Sprint Delivery Roadmap & Phased Milestones

Frequently Asked Questions