List of the Top 3 Digital Analytics Tools for Snowplow Analytics in 2025

Warehouse-Native Customer Journey Analytics—No Black Boxes. Total Transparency. Kubit is the leading customer journey analytics platform, purpose-built for product, data, and marketing teams that need self-service insights, real-time data visibility, and complete control—without engineering bottlenecks or vendor lock-in. Unlike legacy analytics solutions, Kubit is natively integrated with your cloud data warehouse (Snowflake, BigQuery, Databricks), so you can analyze customer behavior and user journeys directly at the source. No data exports. No hidden models. No black-box limitations. With out-of-the-box capabilities for funnel analysis, retention metrics, user pathing, and cohort analysis, Kubit delivers actionable insights across the full customer lifecycle. Layer in real-time anomaly detection and exploratory analytics to move faster, optimize performance, and drive user engagement. Leading brands like Paramount, TelevisaUnivision, and Miro rely on Kubit for its flexibility, enterprise-grade governance, and best-in-class customer support. See why Kubit is redefining customer journey analytics at kubit.ai

Get to know your customers better to gain deeper insights into their behaviors. Google Analytics provides vital, no-cost tools that allow you to assess your business data effortlessly on one platform. The latest iteration, Google Analytics 4 (GA4), takes the previous analytics framework to the next level by delivering a more comprehensive and detailed perspective on user interactions across both websites and mobile applications. With a strong focus on user privacy, GA4 shifts towards event-driven tracking instead of relying on conventional session-based approaches, enabling a more flexible and intricate method of data collection. It also features advanced functions like cross-platform tracking, insights driven by machine learning, and predictive analytics, which help businesses understand customer journeys and make data-informed decisions. Furthermore, the enhanced integration with Google Ads and the option to tailor reports enable businesses to fine-tune their marketing strategies while adhering to evolving privacy regulations, ultimately fostering more effective customer engagement. As the digital landscape continues to evolve, utilizing these innovative tools will be essential for long-term growth and success in your business endeavors.

Rakam provides customized reporting solutions for diverse teams, ensuring that no group is limited to a single user interface. It effortlessly translates queries made within its interface into SQL commands, making it easier for end-users to interact with the data. Notably, Rakam does not move any data into your data warehouse; it works on the premise that all essential information is already present there, facilitating direct analysis from the warehouse, which serves as your ultimate source of truth. For additional information on this topic, be sure to explore our blog post. Furthermore, Rakam integrates with dbt core, acting as the data modeling layer without executing your dbt transformations. Instead, it links to your GIT repository to keep your dbt models updated automatically. In addition, Rakam can create incremental dbt models, boosting query efficiency while reducing database expenses. By specifying aggregates within your dbt resource files, Rakam efficiently generates roll-up models, which streamlines the process for users and promotes effective data management. This efficient approach enables teams to concentrate on deriving insights rather than getting bogged down by the technical complexities of data analysis, ultimately enhancing productivity.