Raw Metrics In.
Operational Intelligence Out.
We construct scalable data ingestion architectures, automated transformation pipelines, and high-throughput analytical warehouses that transform raw metrics into actionable operational intelligence.
99.97%
Pipeline Uptime SLA
GDPR
EU Data Residency
SOC 2
Type II Controls
< 2h
Inquiry Response SLA
Ingestion Layer
APIs, CDC, event streams
Transformation
dbt models & test suites
Warehouse
Snowflake / BigQuery build
Tiered Data Engineering Slabs
Fixed-scope engagement slabs with transparent pricing rows, committed turnaround windows, and a direct quote trigger on every line item.
Data Ingestion Pipeline Architecture
Resilient ingestion layer pulling from APIs, databases, and event sources with change-data-capture, retry queues, and schema drift handling.
- ✓ CDC & incremental loaders
- ✓ Idempotent retry & DLQ
- ✓ Secret vault wiring
Transformation Framework (ETL/ELT)
Version-controlled dbt transformation layers with modular models, automated test suites, lineage documentation, and scheduled rebuilds.
- ✓ Modular model hierarchy
- ✓ 100+ data tests
- ✓ Auto lineage docs
Analytical Warehouse Build
Production Snowflake, BigQuery, or Redshift warehouses with partitioning strategy, cost governance, role-based access, and query tuning.
- ✓ Partition & cluster design
- ✓ Warehouse cost guards
- ✓ RBAC & audit logging
Real-Time Streaming Telemetry
Kafka or Kinesis streaming fabrics delivering sub-minute event processing with windowed aggregations and live operational dashboards.
- ✓ Kafka / Kinesis brokers
- ✓ Windowed aggregations
- ✓ Sub-60s freshness
BI Dashboard & Reporting Layer
Executive Looker, Metabase, or Power BI semantic layers with governed metric definitions, scheduled delivery, and row-level security.
- ✓ Governed metric layer
- ✓ Row-level security
- ✓ Scheduled PDF digests
Data Quality & Observability
Great Expectations or Monte Carlo style monitoring with anomaly alerts, freshness checks, volume guards, and incident escalation routing.
- ✓ Freshness & volume rules
- ✓ Anomaly alerting
- ✓ Pager routing
Legacy Database Migration
Zero-downtime migration from monolithic relational stores into modern lakehouse or cloud warehouse targets with full reconciliation.
- ✓ Row-count reconciliation
- ✓ Dual-write cutover
- ✓ Downtime < 5 minutes
Analytics Ops Retainer
Dedicated monthly pipeline operations: dependency upgrades, query optimization, incident response, and capacity forecasting for live warehouses.
- ✓ 2-hour response SLA
- ✓ Weekly cost reports
- ✓ 24/7 pipeline monitors
From Audit to Autonomous Pipelines
Source Audit
We map every source system, volume profile, and schema contract, then document ingestion risks and backfill volume.
Pipeline Build
Ingestion jobs, transformation models, and orchestration DAGs are built in isolated environments with full test coverage.
Warehouse Cutover
Backfill, reconciliation, and dual-run validation execute before traffic shifts to the new analytical warehouse.
Handover & SLA
Runbooks, lineage docs, alert routes, and observability dashboards are handed over with an active support window.
Your Metrics Are Already Talking. Let’s Warehouse Them.
Send your source inventory and volume targets — you receive a scoped architecture blueprint with fixed pricing inside two business hours.