Projects range from $5,000 for targeted pipeline fixes to $120,000+ for enterprise-scale full-stack modernization. The majority of our USA/UK mid-market clients invest $20,000–$60,000. We provide a fixed-price quote after a free architecture review — so you know the exact number before committing. No ‘it depends’ answers from us.
A targeted pipeline migration (5–10 pipelines) typically takes 4–8 weeks. Full ETL-to-ELT platform modernization for a mid-market company runs 8–16 weeks. Enterprise-scale projects (50+ pipelines, multi-cloud) run 16–24 weeks. All timelines are documented in your proposal and backed by our timeline guarantee.
All three are excellent — the right choice depends on your existing cloud provider, team SQL skills, data volumes, and query patterns. Snowflake wins on flexibility and ease of use for most of our clients. BigQuery excels for Google Cloud shops with large analytical workloads. Redshift is optimal for AWS-native stacks. We help you decide in the free strategy session with no financial interest in the choice.
Honestly? Not always. If you have fewer than 10 well-defined sources and reliable batch workflows, standard engineering is likely more appropriate. AI adds value in data quality monitoring, schema drift detection, anomaly detection, and ML feature pipelines. We’ll give you an honest recommendation in your free strategy session — we only build AI features where ROI is documented in advance.
Yes — and this is a core competency we’re known for. We run parallel builds alongside your existing ETL, validate data parity with documented reconciliation reports, and execute a managed cutover only when both teams are confident. We’ve never had a production cutover cause a data outage for our clients.
Fixed-price quote in writing before work starts. Timeline guarantee — we absorb cost overruns from our side. Data parity guarantee — we don’t cut over until reconciliation is proven. AI performance benchmarks defined before build — missed benchmarks mean free remediation. 3 months of free post-launch support. 100% source code ownership. [Note for developer: Add FAQ Schema Markup to this section for Google rich results]






