ETL · ELT · Data Pipelines · Data Engineering

Move data reliably.
From any source to any destination.

We design, build, and operate production-grade data pipelines — batch, streaming, and CDC — that move data between your systems without breaks, drift, or silent failures. From first pipeline to enterprise-scale data movement.

Batch + Stream Any Pattern
500+ Source Connectors
Tested Data Quality Built In
24/7 Pipeline Monitoring

Pipelines break.
Usually when you need them most.

A single failed pipeline means your dashboards are wrong, your ML models are stale, and your team can't trust the numbers. Most data pipelines fail silently — leaving gaps, duplicates, or drift nobody catches until weeks later. We build pipelines that are tested, monitored, and self-healing — so data moves reliably from every source to every destination, every time.

Every pattern.
Every source. Every destination.

Batch ETL / ELT

Scheduled batch pipelines that extract from any source, transform data reliably, and load into warehouses, lakes, or downstream systems.

  • Scheduled batch pipelines
  • ETL & ELT patterns
  • Idempotent & restartable
  • Backfill & replay support
  • Incremental extraction
Build Batch Pipelines

Streaming Pipelines

Real-time pipelines that process events as they happen — using Kafka, Kinesis, Pub/Sub, Flink, or Spark Streaming.

  • Kafka, Kinesis, Pub/Sub
  • Flink & Spark Streaming
  • Exactly-once semantics
  • Event-driven pipelines
  • Real-time sinks
Build Streaming

CDC & Database Replication

Change Data Capture pipelines that replicate database changes in near real-time — from Postgres, MySQL, MongoDB, SQL Server, Oracle.

  • Debezium & Kafka Connect
  • Fivetran, Airbyte, Qlik
  • Postgres, MySQL, MongoDB CDC
  • Oracle & SQL Server CDC
  • Zero-downtime replication
Build CDC

Data Transformation

Transform raw data into analytics-ready models — with dbt, SQL, Python, and Spark — following modern ELT patterns.

  • dbt transformations
  • SQL & Python transforms
  • PySpark & Spark SQL
  • Data cleaning & enrichment
  • Analytics-ready models
Transform Data

Data Quality & Testing

Testing, monitoring, and alerting for every pipeline — so you catch data issues before your users do.

  • dbt tests & Great Expectations
  • Schema & freshness checks
  • Anomaly detection
  • Data contracts
  • Alerting & root cause
Add Data Quality

Orchestration & Scheduling

Production-grade orchestration with Airflow, Dagster, Prefect, or Cloud Composer — with retries, dependencies, and SLA monitoring.

  • Airflow, Dagster, Prefect
  • Cloud Composer & MWAA
  • DAG design & dependencies
  • Retries & backoff
  • SLA monitoring
Orchestrate Pipelines

Warehouse & Lake Loading

Load data reliably into Snowflake, BigQuery, Redshift, Databricks, or your lake — with proper partitioning and merge strategies.

  • Snowflake & BigQuery loads
  • Redshift & Databricks
  • S3, GCS, ADLS data lakes
  • Delta Lake & Iceberg
  • Merge & upsert patterns
Load Warehouses

Managed Pipeline Operations

Let us run your pipelines — monitoring, alerting, incident response, and continuous optimization — so data never stops moving.

  • 24/7 pipeline monitoring
  • Incident response & on-call
  • Performance tuning
  • Cost optimization
  • New pipeline development
Manage Pipelines

Full ETL & pipeline
capability.

From ingestion to transformation to monitoring — we deliver the complete data movement capability.

Batch ETL/ELT

Scheduled, idempotent, restartable pipelines.

Streaming

Real-time pipelines with exactly-once semantics.

CDC

Real-time database replication across systems.

Transformation

dbt, SQL, Python, and Spark transforms.

Data Quality

Tests, contracts, and anomaly detection.

Orchestration

Airflow, Dagster, Prefect, and MWAA.

Warehouse Load

Snowflake, BigQuery, Redshift, Databricks.

Lake & Lakehouse

S3, GCS, Delta Lake, Iceberg.

Security

PII handling, encryption, and access control.

Performance

Throughput, latency, and cost tuning.

Monitoring

Alerts, lineage, and SLA tracking.

Managed Ops

24/7 pipeline operations and support.

ETL & pipelines
for every business.

Whether you're building your first pipeline or running hundreds in production — we bring the data engineering depth you need.

Data Warehouse Teams

Reliable ingestion into Snowflake, BigQuery, or Redshift.

SaaS Companies

Product and event data pipelines for analytics and ML.

E-commerce

Order, inventory, and customer data pipelines.

Finance & Fintech

Real-time transaction and risk data pipelines.

Healthcare

HIPAA-compliant clinical and operational pipelines.

Enterprises

Enterprise-scale data movement across systems.

Startups

First pipelines and data foundations without overhead.

Logistics

Real-time shipment, fleet, and operations pipelines.

Modernizing Teams

Migrating from legacy ETL tools (Informatica, SSIS).

Deep expertise across
the modern data stack.

We work with the best tools in every layer — ingestion, transformation, orchestration, and monitoring.

dbt Airflow Dagster Prefect MWAA Cloud Composer Fivetran Airbyte Meltano Matillion Kafka Kafka Connect Debezium Kinesis Pub/Sub Flink Spark PySpark Snowflake BigQuery Redshift Databricks Delta Lake Apache Iceberg Great Expectations Soda Monte Carlo Custom Scripts

From raw data
to reliable pipelines.

01

Assess

Inventory sources, targets, and data movement needs.

02

Design

Design pipeline architecture, schemas, and orchestration.

03

Build

Build extraction, transformation, and loading logic.

04

Test

Data quality tests, backfills, and edge cases.

05

Operate

Monitor, alert, tune, and evolve pipelines.

Data pipelines
you can actually trust.

Production-Grade

Tested, monitored, and self-healing — not scripts that break.

Data Quality First

Every pipeline ships with tests, contracts, and alerts.

Real-Time Ready

Streaming and CDC patterns for real-time use cases.

Modern Stack

dbt, Airflow, Kafka — the tools modern data teams use.

Cost-Aware

Warehouse and pipeline costs tuned as a first-class concern.

Managed Options

Hand it off, or let us operate your pipelines — your choice.

Ready for pipelines
that never break?

Tell us about your data sources and destinations. We'll design and build production-grade pipelines with quality, monitoring, and reliability built in. Book a free data engineering consultation.