ProductRoadmap

Data loading (staging) with 600 connectors via a GUI (open source tool: Meltano)

Integrated database (open source tool: PostgreSQL)

Dashboards with all types of charts (open source tool: Lightdash)

Transformation logic executed while viewing dashboard (open source tool: Lightdash / DBT)

When staging, select which columns to include

Manual user addition with MFA capability (open source tool: Keycloak)

Ability to build data transformations and dashboards via MCP server

Ability to always download your transformations and dashboard build automatically or manually

Create tables that end users can fill in

Scheduled data transformations with SQL (open source tool: DBT)

Automatically load users from your HR system, with SQL to assign the correct permissions

Ability to give users specific permissions on dashboard parts

Data warehouse also usable by external tools

Automatic login from own environment for schools within Entree Federation (single sign on)

Chat with your data (extra open source tool: Vanna, LLM model)

Multi-layer data warehouse, e.g. Medallion architecture (open source tool: DBT)

Development and production environment

Notebooks for data science and custom AI development (extra open source tool: Marimo)

Standard version control for both SQL and dashboards

Own encryption keys with BYOK (Large variant)

Make data apps based on the semantic layer (open source tool: Streamlit)

SQL writing supported by AI within the app

During staging, filter within rows

Warnings when using special source data, built-in pseudonymization capabilities

Ability to document exceptions to data policy

Automatic login from own environment (single sign on)

Easily transparent usage logging

Standard build available for commonly used topics and sources