AWS vs GCP vs Azure for data platforms — how do you choose?
GCP (BigQuery) leads for serverless analytics simplicity; AWS has the deepest service breadth and enterprise footprint; Azure wins where Microsoft licensing and AD integration dominate. We hold production experience in all three and score the decision on your workloads, team skills, and existing commitments.
How do you avoid cloud vendor lock-in?
Open table formats (Iceberg, Delta), portable transformation (dbt, Spark), infrastructure-as-code, and clean separation between storage and compute. You will still use native services where they pay — lock-in is a cost-benefit decision we make explicit, not an accident.
What does a cloud data migration cost?
Engagements typically run from $25K for a focused single-warehouse migration to $150K+ for multi-source platform builds. The recurring win matters more: our flagship migration cut total cost of ownership 62% and saves $125K every year.
What is FinOps and why is it built into your designs?
FinOps is engineering accountability for cloud spend: tagging, attribution, budgets, and architectural choices priced before they ship. Bolted-on cost reviews recover pennies; designed-in FinOps changed one client's economics by 62%.
Can you operate across regions and compliance regimes?
Yes — we deliver from India, Ireland, Australia, UAE, and Thailand, serving clients across North America, Europe, the Middle East, and Asia-Pacific with GDPR, DPDP, and HIPAA-aware architectures and follow-the-sun support.