Snowflake is the enterprise data warehouse standard for brands that have outgrown Shopify Analytics and Google Sheets. We design and build Snowflake environments that unify data from every tool in your stack — giving your team a single source of truth for revenue, marketing, operations and customer analytics.
Snowflake becomes the right choice when you need to join data from multiple platforms (Shopify + Klaviyo + Meta + Google + 3PL) for analysis, when your data volume exceeds what Google Sheets or basic BI tools handle, or when you need analysts and data scientists to work from a single reliable data source. Most brands making this transition are generating £5M+ in annual revenue.
Both are excellent. Snowflake offers simpler administration, better data sharing features and more consistent performance scaling. BigQuery is tightly integrated with the Google ecosystem and offers competitive pricing for irregular workloads. We recommend Snowflake for brands using a broader, non-Google analytics stack and BigQuery for brands heavily invested in Google Cloud and Looker Studio.
We use a combination of managed connectors (Fivetran for Shopify, Klaviyo, Meta, Google Ads, TikTok) and custom Python ingestion for platforms without native connectors. All data lands in raw staging tables and is transformed through dbt models into clean, analysis-ready tables.
dbt (data build tool) is the analytics engineering standard for transforming raw data inside your warehouse into clean, documented, tested models. It brings software engineering best practices — version control, testing, documentation — to SQL transformations. We use dbt to build the data models on top of Snowflake that analysts can trust and self-serve from.
A standard implementation — account setup, core data pipelines for 5–10 sources, dbt models and BI tool connection — typically takes 6–10 weeks. Complex environments with 20+ data sources, custom transformations and enterprise security requirements take 12–16 weeks.
Book a free data warehouse assessment and get a clear architecture plan for your Snowflake implementation.