Custom data platforms and architecture

Custom data architecture, implemented and owned in production.

Revenir designs, builds, and stabilizes client-owned production data platforms across cloud infrastructure, warehouses, pipelines, orchestration, streaming, CI/CD, data quality, and observability.

The engineering problem

Modernization should remove constraints, not create a larger platform project.

Data platforms accumulate pressure at the seams: fragile pipelines, manual deployment, shared environments, opaque transformations, missed schedules, weak reconciliation, and knowledge concentrated in a few people.

Revenir identifies the constraint that matters, preserves sound investments, and owns a defined implementation boundary. Architecture and hands-on delivery stay connected so the resulting system works in production and remains operable after handoff.

Capabilities

A complete delivery system around the technical work.

01

Platform architecture

Target-state design grounded in current workloads, constraints, ownership, and the smallest valuable change boundary.

02

Pipelines and integration

Batch, streaming, API, database, and cloud-storage data flows built for observable production operation.

03

Transformation systems

Snowflake, dbt, BigQuery, Redshift, and SQL workflows with explicit lineage, testing, and release controls.

04

Orchestration

Airflow and warehouse-native workflow design, scheduling, dependencies, retries, backfills, and failure handling.

05

Engineering reliability

CI/CD, environment isolation, data quality, reconciliation, monitoring, runbooks, and recovery.

06

Migration and adoption

Incremental cutover, documentation, onboarding, and source-controlled infrastructure that the team owns.

Delivery model

Architecture stays connected to implementation.

01

Find the constraint

Inspect the system and define the production outcome that justifies change.

02

Design the boundary

Choose what to retain, what to modernize, and how the transition will be validated.

03

Own implementation

Deliver the code, infrastructure, controls, and operational paths.

04

Transfer the system

Leave documentation, evidence, and a team prepared to operate and extend it.

What the engagement creates

  • A clearer and more operable production architecture
  • Controlled releases and isolated development
  • Observable pipelines with recovery paths
  • Documented quality and reconciliation controls
  • A focused modernization path without unnecessary infrastructure

Start with the production constraint

Bring the system that needs to change.

We will define the real engineering boundary and determine whether Revenir is the right delivery fit.

Schedule a consultation →