01A named senior engineer, introduced before anything is signed
You meet the engineer who will do the work, review their experience against your stack and agree the role with them directly. The person you meet is the person who does the work; there is no bench, and you work directly with whoever writes the code.
02Data engineers for pipelines and cloud warehouses
Engineers who build and maintain Python and SQL pipelines from APIs, databases, files and SaaS tools into BigQuery, Snowflake, Amazon Redshift or PostgreSQL, with retries, logging, backfills and data quality checks. In a previous engagement at RootstockLabs, MV.tech's founder migrated HubSpot ingestion from Skyvia to Hevo, cutting the full-data load from 2 hours 45 minutes to 5 minutes.
03Analytics engineers and BI developers
Specialists for raw, staging, curated and reporting layers, fact and dimension models, source-to-target mapping and reconciliation, and dashboards in Power BI, Tableau, Looker Studio or Streamlit. They define KPI ownership and document what each dashboard can and cannot prove.
04AI and automation engineers
Engineers for RAG systems, MCP servers, custom AI connectors and scheduled automation that connect models to your databases, APIs and internal tools. The work starts from the data and permissions involved, which is why these roles sit alongside the data engineers rather than apart from them.
05Cloud data engineers
Engineers who set up and operate data platforms on AWS, Google Cloud or Azure, including Azure Data Factory, scheduled jobs, access control and monitoring. They work in your cloud account and your repositories, agreed before work begins, and hand over runbooks and recovery notes where needed when the engagement ends.
06Agreed seniority and overlap hours
Every engineer is senior enough to shape scope, write acceptance criteria and challenge a brief, not only execute tickets. Overlap hours are written in your local time before the start, for example 9:00 am to 1:00 pm US Eastern or 9:00 am to 3:30 pm in the UK. MV.tech's founder holds the Google Cloud Professional Data Engineer certification.
07A written first milestone with acceptance criteria
Before work begins, the first deliverable, the systems involved, how correctness will be checked and the review date are written down. It is the basis on which you decide to extend, change the role or stop.
08Three ways to hire
Embed an engineer or a small team in your workflow through IT staff augmentation, give MV.tech a scoped project to own, or use technology recruitment to hire a permanent employee into your organisation. The arrangement is reviewed as priorities change; recruitment is a separate engagement with its own scope and commercial terms.