Tools Directory
45+ Data, AI, Dev and Cloud tools with official documentation.
60+
tools
9
categories
100%
official docs
2026
Updated
61 tools displayed
Data Engineering
dbt
SQL data transformation tool to model, test and document data in a warehouse. Standard of the modern data stack.
Apache Airflow
Data workflow orchestration platform. Enables scheduling, monitoring and managing complex data pipelines.
Apache Kafka
Distributed streaming platform to process very high-volume real-time data streams.
Databricks
Unified lakehouse platform combining data engineering, ML and analytics. Built on Apache Spark.
Apache Spark
Distributed processing engine for big data. Standard for large-scale batch and streaming pipelines on cloud and on-premise.
Prefect
Modern data workflow orchestrator, Airflow alternative. Cloud-first deployment, built-in observability and great developer experience.
Airbyte
Open source ELT platform to sync data from 300+ sources to any warehouse. Standard of the modern data stack.
AI & LLM
TensorFlow
Google's open-source framework for machine learning and deep learning. Used to train and deploy models at scale.
Claude (Anthropic)
Anthropic's LLM recognised for reliability, safety and advanced analytical capabilities. Excellence in reasoning and code.
OpenAI
Leading AI platform with GPT-4, DALL-E and Whisper. Industry standard API to integrate LLM capabilities into applications.
Mistral AI
Performant French open-source LLM. Sovereign alternative to American models, deployable on-premise.
Scikit-learn
Classic Python machine learning library. Reference for predictive modelling, classification and clustering.
LangChain
LLM orchestration framework to build composable AI applications: RAG, agents, complex processing chains.
Hugging Face
Central hub for open-source AI models. Access, fine-tune and deploy thousands of ML and LLM models.
LangGraph
LangChain extension to build AI agents with complex state graphs. Emerging standard for agentic orchestration.
LiteLLM
Unified proxy to call 100+ LLMs with a standardised API. Simplifies LLM routing and FinOps in production.
Ollama
Local LLM runner for Mac, Linux and Windows. Run Llama, Mistral, Gemma and dozens of other models without an external API.
Google Gemini
Google's multimodal AI model family. Gemini 2.0 Flash and Pro offer very long context, advanced reasoning and native GCP integration.
Groq
Ultra-fast LLM inference platform (Llama, Mixtral, Gemma). Up to 800 tokens/s thanks to specialised LPU chips.
Cohere
Enterprise-optimised LLM and embedding models. Command R+ and Rerank are particularly suited to production RAG applications.
Databases
Snowflake
Cloud-native data warehouse separating compute and storage. Modern data stack standard for large-scale analytics.
SQL
Standard query language for relational databases. Fundamental skill for any data profile.
Chroma
Open-source local-first vector database. Reference solution for rapidly prototyping RAG systems.
PostgreSQL
Most advanced open-source relational database. Supports pgvector for embeddings. Standard for data applications.
Pinecone
Managed cloud vector database. Production solution for large-scale RAG systems requiring high availability.
DuckDB
Ultra-fast in-process analytical database. Runs complex SQL queries directly on Parquet, CSV or S3 files without infrastructure.
ClickHouse
High-performance columnar OLAP database. Used for real-time analytics on billions of rows with millisecond queries.
Redis
In-memory key-value database. Essential for caching, sessions, queues and increasingly as a vector store for RAG applications.
Weaviate
Open source vector database with native embedding support. Ideal for RAG applications, semantic search and AI agents.
BigQuery
Google Cloud's serverless data warehouse. Analyse petabytes of data with standard SQL, built-in ML (BQML) and native Vertex AI integration.
Cloud
AWS
Amazon's global cloud market leader. Over 200 managed services covering compute, storage, data and AI.
Google Cloud Platform
Google's cloud platform with a strong data and AI focus. BigQuery, Vertex AI and reference analytical services.
Microsoft Azure
Microsoft's cloud platform integrated with the enterprise ecosystem. Azure OpenAI Service for secure LLM deployments.
Dev
Python
Essential programming language for data and AI. Rich ecosystem of scientific and ML libraries. The absolute market standard.
Streamlit
Python framework to build data and AI web apps without front-end skills. Ideal for rapid dashboard and AI demo prototyping.
Cursor
AI-powered IDE for coding with LLM assistance. Significantly improves developer productivity.
Docker
Containerisation platform ensuring application portability. Absolute standard for data and AI system deployment.
FastAPI
Modern Python framework to build high-performance APIs. Standard for exposing AI models and data services.
Kubernetes
Standard container orchestrator to deploy and scale applications in production. Essential for large-scale AI deployments.
Terraform
Infrastructure as code to provision and manage cloud resources declaratively and reproducibly.
GitHub / Copilot
Code versioning and collaboration platform. GitHub Copilot integrates AI directly into the editor to speed up code writing.
Jupyter
Interactive notebook environment essential for data exploration, ML model prototyping and code sharing.
Observability
Grafana
Open-source visualisation and monitoring platform. Create real-time dashboards for metrics and logs.
Prometheus
Open-source monitoring and alerting system. Standard for collecting and querying real-time performance metrics.
LangSmith
Observability platform dedicated to LLM systems. Tracing, evaluation and debugging of AI applications in production.
MLflow
Open-source platform for ML lifecycle management: experiment tracking, model registry and deployment.
Weights & Biases
MLOps platform to track ML experiments, visualise metrics and collaborate on AI models.
Datadog
Comprehensive cloud monitoring platform. Logs, metrics, APM traces and AI model monitoring in production in a unified interface.
OpenTelemetry
CNCF standard for observability: unified collection of traces, metrics and logs. Foundation of LLM observability with frameworks like LangSmith.
No-code & AI
Runway
Generative AI video and image creation platform. Reference for multimedia visual content generation.
n8n
Open-source and self-hostable automation platform. Create complex workflows with or without code.
Make
No-code visual automation platform to connect applications and automate processes without writing code.
Gamma
AI-powered presentation and document creation tool. Generates professional slides from a simple prompt.
Zapier
No-code automation platform connecting 6000+ applications. Create automated workflows without code, increasingly AI-powered.
Productivity
Notion
All-in-one workspace for documentation, project management and knowledge base. Widely used in data teams.
Miro
Collaborative whiteboard for architecture design, design thinking workshops and system mapping.
SAP
Reference enterprise ERP suite. Present in most large organisations as a data source for data projects.
Salesforce
World-leading CRM. Key data source for sales and marketing-oriented data and AI projects.
Perplexity AI
AI search engine with real-time citations. Replaces traditional search for tech monitoring, documentation research and topic exploration.
Design
Figma
Industry standard collaborative design tool. Used to design interfaces for data and AI products.
Canva
Accessible graphic design tool integrating AI features. Create visuals and presentations for data teams.




































