Services
From source systems to certified marts: engineering, transformation, cloud platforms, analytics, governance, and AI-ready data. Commercial buyers and delivery partners engage Havilah Technologies LLC on a named SOW.
Stack
Build
We design and build the ingest, CDC, and orchestration that move ERP, CRM, files, and APIs into a warehouse operations can run.
We build and refactor the dbt and SQL layer that turns landings into certified marts finance and operations can both use.
We design, migrate, and tune Snowflake and AWS so the platform matches the workload — roles, performance, cost, and security.
We define and deliver the metric layer so Tableau, Power BI, or Looker reports the warehouse — not a fourth version of revenue.
Govern
We prepare certified marts, features, and semantic context so warehouse AI and copilots quote numbers the business has already ruled.
We put tests, lineage, owners, and reconciliation in place so accuracy holds after delivery — at close, audit, and in regulated programs.
We trace one disputed metric from source through the warehouse into the report and leave a written ruling plus evidence SQL your team re-runs.
Deliver
We deliver a named Snowflake, dbt, or AWS workstream under subcontract — in your security boundary, with a handoff a program manager can accept.
Why this work exists
Jobs fail, incremental models drift, and CDC drops deletes. Finance cannot defend the number that lands in the board pack.
Hundreds of models, three definitions of revenue, and no owner of the hop between certified and the workbook.
Snowflake and AWS bills climb because queries, materializations, and clustering were never designed for the actual grain.
Finance, operations, and leadership rely on different numbers — both dashboards refreshed last night, nobody yields.
Cortex, copilots, and agents pick a join path and answer with confidence. They do not flag that two revenues already exist.
Primes and mid-market firms win the platform deal, then need Snowflake, dbt, and AWS engineering that is scoped — not an open ticket queue.
How we engage
Commercial terms are scoped individually. Havilah Technologies LLC signs.
01
Defined-scope engineering: pipelines, dbt models, Snowflake/AWS work, migrations, and transformation programs with a written SOW.
02
Ongoing stewardship — new models, pipeline operations, or a metric family. Named hours and deliverables.
03
We join a prime or partner on a data workstream. Havilah Technologies LLC is the contracting entity.
04
When the work is a number fight: one metric, two artifacts, about ten business days. Ruling, evidence SQL, ranked changes.
Who we serve
Tell us the workstream.
Pipelines, dbt, Snowflake, AWS, analytics, governance, or a named partner workstream. We scope it under Havilah Technologies LLC.
