#Data.
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Airbyte
An open data-movement platform for replicating business data into warehouses, lakes, operational systems, and AI workflows.
Apache Hadoop (self-hosted)
Short description coming soon.
Apify
Web-scraping and browser-automation platform built from Actors, datasets, and scheduled runs, with practical paths into agent workflows.
Cohere
Enterprise-oriented language models, embeddings, and reranking tools for grounded search and AI workflows.
Google What-If Tool
Google What-If Tool is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Airtable
Airtable is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
AllenNLP
AllenNLP is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Amazon Comprehend
Amazon Comprehend is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Amazon DynamoDB
Amazon DynamoDB is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Amazon EMR
Managed AWS platform for large Spark, Hadoop and analytics jobs across EC2 clusters, Serverless and EKS.
Amazon Kinesis Data Analytics
Amazon's managed Apache Flink service continuously processes streaming data, but it is not a cheap replacement for every batch or SQL analytics pipeline.
Amazon MSK
Short description coming soon.
Amazon OpenSearch
Managed AWS service for full-text search, log and security analytics, observability, and vector or hybrid retrieval.
Amazon Web Services (AWS) AI
AWS AI combines Bedrock, SageMaker AI and specialised services for controlled generative-AI and machine-learning workflows on AWS.
Apache Airflow
Apache Airflow is useful when workflow orchestration for data pipelines needs to be managed as code with clear DAGs, dependencies, retries, and operational control. It is especially relevant for data engineering teams with many scheduled jobs, but it can create too much overhead for small standalone scripts.
Apache Beam
Short description coming soon.
Apache Cassandra
Apache Cassandra is an open-source distributed database for highly available, write-heavy workloads with known access patterns across many nodes or regions.
Apache Drill
Apache Drill is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Apache Druid
Open-source analytics database for fast OLAP queries over time-oriented batch and streaming data.
Apache HBase
A distributed open-source data store for very large tables that need predictable, low-latency reads and writes by row key.
Apache Hive
A practical Apache Hive guide covering HiveQL, the Metastore, batch ETL, partitions, ORC, operational costs, governance, and when an interactive or managed alternative is a better fit.
Apache Impala
An open-source distributed SQL engine for interactive analytics in Hadoop-oriented data platforms.
Apache Kafka
Apache Kafka is an open-source event-streaming platform that connects producers, consumers, and data pipelines through durable topics.
Apache NiFi
Apache NiFi is a data and automation tool for visual dataflow automation for ingestion, routing, transformation, and system integration.
Apache Pinot
Apache Pinot is an open-source distributed OLAP database for fast queries over fresh streaming and batch data, not a general-purpose transaction store.
Apache Pulsar
Apache Pulsar is an open-source messaging and event-streaming platform with tenants, durable storage, and optional replication between clusters.
Apache Solr
Apache Solr is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Apache Spark SQL
A SQL and DataFrame layer for distributed processing of structured data, batch pipelines, and selected streaming workloads with Apache Spark.
Apache Spark Structured Streaming
A practical guide to Spark Structured Streaming: DataFrames, micro-batches, watermarks, checkpoints, sinks, cost, and operational limits.
Atlas.ti
Atlas.ti is a research and analysis tool for qualitative data analysis, coding, and analysis of interviews, texts, and research data.
AWS Inferentia
AWS Inferentia accelerates production machine-learning inference through Inf1/Inf2 and AWS Neuron. This editorial guide covers model fit, compilation, cost, operations, and practical alternatives.
AWS Kinesis
AWS Kinesis is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
AWS SageMaker
Managed AWS platform for data preparation, ML training, model versioning, and controlled inference with clear operating ownership.
Azure Machine Learning
A cloud-based Microsoft platform for building, training, deploying, and managing machine-learning models across the full AI project lifecycle.
Azure Stream Analytics
Azure Stream Analytics is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Bubble
Short description coming soon.
C3.ai
Short description coming soon.
Clarivate Analytics (Web of Science)
Web of Science combines curated literature, citation and research data for traceable discovery and bibliometric analysis.
ClickHouse Cloud
ClickHouse Cloud is a managed service for fast SQL analytics on large and continuously arriving datasets, not a general-purpose transactional database.
Cloudera Data Platform
Cloudera Data Platform is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
CockroachDB
A distributed SQL database for transactional applications that must stay available across regions, with deliberate choices about data placement, retries, cost, and operations.
Databox MCP
Databox MCP is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Databricks
Databricks combines a lakehouse, data engineering, SQL analytics, and machine learning on cloud storage, while governance and compute controls determine its real operating cost.
DataCamp
DataCamp teaches data analysis, Python, SQL, R, and AI through browser-based exercises, projects, and tracks; it is not a substitute for a production data environment.
Datadog
Cloud observability and security platform for infrastructure, APM, logs, traces, and operations, with usage-based billing and significant governance requirements.
DataRobot
Enterprise platform for predictive and generative AI that connects model development with deployment, monitoring, and governance for production teams.
Dedoose
Dedoose supports qualitative and mixed-methods research with coding, analysis, collaboration, and data visualization.
DeepBrain
DeepBrain is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
DeepMind
Short description coming soon.
Dell Boomi
Dell Boomi is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Domo
Short description coming soon.
Dremio
Dremio is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Elasticsearch
A distributed search and analytics platform for full-text, structured data, logs, and hybrid retrieval, available self-managed, hosted, or serverless.
Elicit
Elicit supports literature search, paper screening, evidence tables, and structured research workflows for scientific and analytical work.
Espresso
Espresso is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Glia
Glia is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Glide
Glide is a no-code platform for quickly building internal tools, portals, and simple apps from tables and structured data, with a focus on practical workflows, access control, and team use.
Google AI
Google AI is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Google Cloud Firestore
A document-oriented NoSQL database for web, mobile, and server apps with realtime listeners, offline support, and clear boundaries around queries and cost control.
Google Cloud Pub/Sub
Google Cloud Pub/Sub is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Google Cloud Spanner
A managed distributed relational database for transactional systems that need global availability, deliberate data placement, and disciplined cost and operations design.
Google Colab
Google Colab is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Google Tabellen
Google Tabellen is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Graphcore IPU
A specialised accelerator platform for machine-learning training and inference, combining IPU hardware with the Poplar software stack and profiling tools.
H2O AutoML
H2O AutoML is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
IBM Watson Studio
A team-focused data science and machine learning workspace in the IBM ecosystem, centered on notebooks, models, governed data access, and enterprise workflows.
Jan
Jan is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Jovian
Hands-on learning platform for Python, data analysis, machine learning, and Jupyter workflows.
Kaggle Learn
Kaggle Learn is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
KAI
KAI is a modern AI-powered assistant for automating complex tasks, analyzing data, and supporting decisions across a wide range of use cases.
Kaiber
Kaiber is a video and production tool for AI video and creative motion aesthetics for music, social clips, and visual experiments.
Katalon
Katalon is a ai agents tool whose value should be judged in a concrete workflow with clear ownership and review.
Kive
Kive is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
LIME (Local Interpretable Model-agnostic Explanations)
LIME (Local Interpretable Model-agnostic Explanations) is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Litmaps
Litmaps is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Looker
Looker is a modern business intelligence and data analytics platform that helps organizations bring together data from multiple sources, analyze it, and present it visually. It is designed for data-driven decision-making, with powerful tools for visualization, exploration, dashboards, and real-time analysis.
Looker Studio
Free Google tool for dashboards, data visualization, and recurring reports.
MAXQDA
MAXQDA is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure Data Factory
Microsoft Azure Data Factory is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure Event Hubs
Microsoft Azure Event Hubs is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Microsoft Azure HDInsight
Microsoft Azure HDInsight is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Mistral
Mistral is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
MLJAR
MLJAR is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Modal
Modal is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Mode Analytics
Mode Analytics is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
MongoDB
MongoDB is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Nuance
Nuance is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
NVIDIA DGX Systeme
NVIDIA DGX Systeme is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
NVivo
NVivo is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
OpenAI GPT API
OpenAI GPT API is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Paddle
Paddle is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Paperspace Gradient
Paperspace Gradient is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Pillar
Pillar is a ai agents tool whose value should be judged in a concrete workflow with clear ownership and review.
Prisma
Prisma is a design and creative tool for AI-adjacent image editing and visual effects for fast, eye-catching image variants.
PyTorch
PyTorch is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
QDA Miner
QDA Miner supports structured qualitative analysis workflows for interviews, surveys, and text corpora, with tools for coding, categories, visual analysis, and mixed-methods work.
Qlik
Qlik is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Qlik Sense
Qlik Sense is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Redash
Redash is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Redpanda
Redpanda is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Research Rabbit
Research Rabbit helps explore scientific literature through paper networks, author relationships, citation paths, and thematic collections.
Rev
Rev is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
RunPod
RunPod is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Samza
Samza is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
SAP Analytics Cloud
SAP Analytics Cloud is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
SAS
SAS is a platform for data analytics, AI, and business intelligence, with tools for data preparation, machine learning, visualization, reporting, and automation.
Scikit-learn
Scikit-learn is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Semantic Scholar
Semantic Scholar is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
SHAP (SHapley Additive exPlanations)
SHAP (SHapley Additive exPlanations) is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Sift
Sift is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Singularity
Singularity is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Skyvern
Skyvern is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Smartsheet
Smartsheet is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Snowflake Snowpipe
Snowflake Snowpipe is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
spaCy
spaCy is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Sphinx
Sphinx is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Splunk Observability
Splunk Observability is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
StreamSets
StreamSets is a data integration platform for data pipelines, streaming, ETL/ELT, and operational data flows.
Taguette
Taguette is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Talend Data Fabric
Talend Data Fabric is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
TensorFlow
TensorFlow is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Teradata Vantage
Teradata Vantage is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Trino
Short description coming soon.
Udacity
Udacity is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
UiPath
UiPath is an enterprise platform for robotic process automation, process automation, and AI-assisted business workflows.
Veed
Veed is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Visier
Visier is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
WIPO PATENTSCOPE
WIPO PATENTSCOPE is a developer tools tool whose value should be judged in a concrete workflow with clear ownership and review.
Xero
Xero is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Zeplin
Zeplin is a tool for the workflow described here. Before adoption, review data handling, ownership, cost and the provider's official product information.
Zeppelin
Zeppelin is a ai agents tool whose value should be judged in a concrete workflow with clear ownership and review.
Zest AI
Zest AI is a ai agents tool whose value should be judged in a concrete workflow with clear ownership and review.