- Data Integration tools: Apache Nifi, Talend, Informatica, IBM InfoSphere DataStage, Microsoft SQL Server Integration Services (SSIS), AWS Glue.
- Data Management tools: Apache Hadoop, Apache Spark, Apache Kafka, Cloudera, Hortonworks, MapR.
- Data Warehousing tools: Amazon Redshift, Snowflake, Microsoft Azure SQL Data Warehouse, Google BigQuery, Oracle Autonomous Data Warehouse.
- Data Virtualization tools: Denodo, TIBCO Data Virtualization, Delphix, Informatica, Red Hat JBoss Data Virtualization.
- ETL (Extract, Transform, Load) tools: Apache Nifi, Talend, Informatica, IBM InfoSphere DataStage, Microsoft SQL Server Integration Services (SSIS), AWS Glue.
- Data Pipeline tools: AWS Data Pipeline, Apache Airflow, Confluent, Talend Pipeline Designer, StreamSets Data Collector.
- Data Catalog tools: Collibra, Alation, IBM Watson Knowledge Catalog, Informatica Enterprise Data Catalog, AWS Glue Data Catalog.
- Data Quality tools: Talend Data Quality, Informatica Data Quality, Trifacta, IBM InfoSphere Information Analyzer, Talend Data Preparation.
- Data Governance tools: Collibra, Informatica Axon, IBM InfoSphere Information Governance Catalog, Talend Data Fabric, Alation.
- Data Privacy tools: BigID, Collibra, Informatica Privacy Management, Talend Data Fabric, IBM Data Privacy Passports.
- Master Data Management (MDM) tools: Informatica MDM, Talend MDM, IBM InfoSphere MDM, SAP Master Data Governance.
- Data Security tools: IBM Guardium, Informatica Secure@Source, Talend Data Fabric, BigID, AWS Macie.
- Data Lineage tools: Informatica Enterprise Data Catalog, IBM InfoSphere Information Governance Catalog, Talend Data Fabric, Alation.
- Data Archiving tools: Iron Mountain, Hitachi Vantara, Commvault, Rubrik, Dell EMC.
- Data Masking tools: Informatica Persistent Data Masking, IBM InfoSphere Optim Data Privacy, Delphix Dynamic Data Platform.
- Data Analytics tools: Apache Hadoop, Apache Spark, Google Cloud Dataflow, Microsoft Azure Stream Analytics, AWS EMR.
- Business Intelligence (BI) tools: Tableau, Microsoft Power BI, QlikView, SAP BusinessObjects, MicroStrategy.
- Data Visualization tools: Tableau, Microsoft Power BI, QlikView, SAP Lumira, TIBCO Spotfire.
- Machine Learning (ML) tools: TensorFlow, scikit-learn, Keras, PyTorch, Apache MXNet.
- Natural Language Processing (NLP) tools: NLTK, Spacy, Stanford CoreNLP, Google Cloud Natural Language API, Amazon Comprehend.
- Data Exploration tools: Apache Zeppelin, Jupyter Notebook, Microsoft Azure Notebooks, Databricks, IBM Watson Studio.
- Data Science Collaboration tools: Kaggle, Databricks, Dataiku, Domino Data Lab, H2O.ai.
- Data Governance Automation tools: Collibra, Informatica Axon, Talend Data Fabric, Alation.
- Data Engineering tools: Apache Beam, Apache Flink, Apache NiFi, Apache Kafka, AWS Glue.
- Data Transformation tools: Talend, Apache Nifi, Informatica PowerCenter, IBM InfoSphere DataStage, Microsoft SSIS.
- Data Storage tools: Amazon S3, Azure Blob Storage, Google Cloud Storage, IBM Cloud Object Storage, Dell EMC Isilon.
- Data Versioning tools: DVC, Git LFS, Apache Sub
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