Data Tool Momentum Index

Hugging Face Transformers

State-of-the-art NLP and multimodal ML models

LangChain

Framework for developing applications powered by LLMs

PyTorch

Open source deep learning framework

Apache Spark

Unified analytics engine for large-scale data processing

Grafana

Operational dashboards and metric visualisation

Apache Airflow

Workflow orchestration platform for authoring and scheduling data pipelines

Apache Kafka

Distributed event streaming platform

MLflow

Open source platform for the ML lifecycle

dbt

Analytics engineering framework that transforms raw data using SQL

Pandas

Foundational Python data manipulation and analysis library

Metabase

Open source business intelligence and analytics platform

scikit-learn

Machine learning in Python

DuckDB

In-process analytical SQL database with no external dependencies

Apache Superset

Modern data exploration and visualisation platform

Dagster

Data orchestrator for machine learning, analytics and ETL

Prefect

Modern workflow orchestration and dataflow automation

Apache Flink

Stateful stream processing framework

Ray

Framework for scaling Python and ML workloads

Airbyte

Open-source data integration platform

Polars

Blazingly fast DataFrame library in Rust and Python

Great Expectations

Data validation and documentation framework

dlt

Open-source data load tool for building portable pipelines

Feast

Open source feature store for machine learning

Redash

Open source query, visualise and share your data

Soda Core

Data quality testing and monitoring

Mage

Data pipeline tool for integrating and transforming data