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ETL & Data Pipelines

Data That Flows Where It Needs To

Your data is stuck in 12 different systems. Your analysts spend half their time copying spreadsheets. Your dashboards are always stale. We build pipelines that fix all of this — reliably, at scale.

Pipeline Capabilities

Batch ETL

Scheduled extraction, transformation, and loading. Apache Airflow, dbt, and custom orchestration for daily, hourly, or minute-level refreshes.

Real-Time Streaming

Kafka, Kinesis, and Flink for event-driven architectures. Sub-second data delivery for dashboards, alerts, and AI agents.

ELT (Extract, Load, Transform)

Load raw data first, transform in-warehouse. dbt models, Snowflake/BigQuery transformations, and versioned SQL.

Data Quality & Validation

Great Expectations, dbt tests, and custom validation rules. Catch bad data before it reaches your dashboards or models.

API & SaaS Connectors

Pull data from Salesforce, HubSpot, Stripe, Google Analytics, and hundreds of SaaS tools into your warehouse or lake.

Pipeline Monitoring

Alerting, lineage tracking, and SLA monitoring. Know when a pipeline fails before anyone asks why the dashboard is stale.

Proof We Ship

HIPAA-Safe Reporting for a Multi-Facility Treatment Provider

A data lake reconciling EHR, clearinghouse, and accounting data with OCR of payer remittance PDFs — feeding a leadership dashboard that never exposes PHI.

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Building the Operating System for Scaled Growth

OKRs, silo breakdown, agile cadence, and a biweekly executive dashboard unifying 16+ systems for a $25M+ functional beverages brand.

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CTO and Full Delivery Team for a Stealth Music Startup

Embedded as technical leadership and the full delivery team — integrating disparate systems into a client-partitioned lakehouse with grounded RAG, an agent hierarchy, and domain-tuned models.

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Discuss a Pipeline

Tell us where your data lives and where it needs to go. We'll design the pipeline.

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Katie Fisher
Katie Fisher
Virgent AI Agent · Multi Model · AG UI

VIRGENT AI · Multi Model · AG UI