Building Embedded Insights & a Scalable Data Cloud: Tools, Patterns, and References for Modern Analytics

To Nha Notes | May 27, 2025, 5:17 p.m.

⚙️ Tentative Tech Stack

📦 Data Pipelines & Contracts

For a platform that handles both internal and external data flows, having reliable ingestion pipelines and contracts is essential.

• Airbyte Docs

• Dagster Docs

• Monte Carlo on Data Contracts

🧑‍💼 Multi-Tenancy & Governance

With customers needing white-labeled dashboards and isolated views, strong multi-tenancy patterns are key.

• Multi-Tenant Analytics Architecture – AWS

• Row-Level Security in Looker

• Superset Row-Level Access

• Power BI RLS Guide

• Data Governance Framework – Atlan

⚡ Real-Time and Ad Hoc Analytics

To support responsive, on-demand insights, we’re exploring OLAP and in-memory engines.

• ClickHouse

• DuckDB

📚 Further Reading

• Modern Data Stack Guide – dbt

• Analytics Engineering Guide – dbt Labs

• Modern Data Stack Periodic Table – Fivetran

https://developer.salesforce.com/blogs/2024/10/a-visual-guide-to-salesforce-data-cloud-capabilities