Fractional API & Data Integration Engineering

We fix them. For good.

We help businesses integrate sales tools, clean and move data, automate workflows, and build reliable pipelines — without the overhead of a full-time hire.

REST APIs AWS Python Snowflake ETL / Pipelines Systems Integration

What we do

Focused engagements. Clear scope. No bloat.

🔧

Integration Rescue

For teams with a broken or unreliable integration that's costing time or revenue.

  • Root-cause diagnosis within 1–3 days
  • Documented fix with test cases
  • Handoff notes your team can maintain
🔗

API & System Integrations

For businesses connecting two or more platforms, vendors, or internal systems.

  • API design, mapping, and implementation
  • Webhook handling and event-driven flows
  • Error handling, retries, and observability
☁️

AWS Automation & Internal Tools

For teams relying on manual processes or fragile scripts in the cloud.

  • Lambda, Step Functions, EventBridge workflows
  • Infrastructure-as-code (CloudFormation / CDK)
  • Scheduled jobs, alerts, and cost guardrails
📊

Data Pipelines & Reporting

For teams that need clean, reliable data flowing to their warehouse or BI tools.

  • ETL / ELT pipeline design and build
  • Snowflake, Python, SQL data modeling
  • Scheduled ingestion, transformation, and validation
🗂️

Technical Consulting & Project Planning

For teams that need an experienced technical voice before or during a project.

  • Project plan review and gap analysis
  • Scope definition and technical risk assessment
  • Tooling recommendations and vendor evaluation

Fractional Engineering Support

For startups or small teams that need senior engineering judgment on an ongoing basis.

  • Weekly or monthly retainer hours
  • Code review, architecture guidance, integrations
  • Escalation support when things break

What we've done

References available on request. Client names kept confidential.

Selected wins

  • Rebuilt a brittle third-party API integration that was causing daily support escalations — reduced failures to near-zero within a week.
  • Automated AWS-based document processing workflows, eliminating 15+ hours/week of manual operations work.
  • Designed and implemented a multi-source ETL pipeline ingesting data into Snowflake, enabling a BI team to self-serve reporting for the first time.
  • Tracked down and resolved a data sync discrepancy between a CRM and a reporting system that had been silently dropping records.
  • Built internal AWS Lambda tooling that replaced a fragile cron-based system and measurably improved reliability.

Tools & technologies

Cloud & Infra

  • AWS Lambda
  • Step Functions
  • S3, RDS, EventBridge
  • CloudFormation / CDK
  • IAM, Secrets Manager
  • CloudWatch

Data

  • Snowflake
  • Python (pandas, boto3)
  • SQLAlchemy
  • PostgreSQL, MySQL (various)
  • ETL / ELT pipelines

BI & Analytics

  • Tableau, Power BI
  • Hex, Sigma
  • SQL-based reporting

Integration

  • REST APIs & webhooks
  • OAuth 2.0
  • OpenAPI / Swagger
  • Postman, API debugging

Dev & Process

  • Git, GitHub, CI/CD
  • Docker (containerization)
  • Jira, Smartsheet
  • Internal tooling & scripting
  • Sales & ops integrations

About us

We're engineers and product leaders based in Loveland, CO (Northern Colorado), available for remote engagements nationwide. We've spent years building and debugging integrations, cloud workflows, and data pipelines for businesses of all sizes — from small teams needing internal tools to data-intensive orgs dealing with integration headaches.

We work best with teams that are moving fast, have a real problem that needs solving, and want a team that will dig in, communicate clearly, and deliver — not manage a backlog. If you need senior engineers who can own a hard integration problem end-to-end, that's exactly what we do.

Based in Northern Colorado. Available remotely worldwide.

Get in touch

Tell us what you're dealing with. We'll respond within one business day.

Other ways to reach us

Schedule a 30-min call →

Not ready to talk? Email works fine. We typically respond within a few hours on business days.