Best Data Management Software for Azure DevOps Services

Hackolade Studio is a comprehensive data modeling platform built for today’s complex and hybrid data ecosystems. Originally developed to address the lack of visual design tools for NoSQL databases, Hackolade has evolved into a multi-model solution that supports the broadest range of data technologies in the industry. The platform enables agile, iterative schema design and governance for both structured and semi-structured data, making it ideal for organizations working across traditional RDBMS, modern data warehouses, NoSQL stores, and streaming systems. Hackolade supports technologies such as Oracle, PostgreSQL, BigQuery, Databricks, Redshift, Snowflake, MongoDB, Cassandra, DynamoDB, Neo4j, Kafka (with Confluent Schema Registry), OpenAPI, GraphQL, and more. Beyond databases, Hackolade Studio offers robust capabilities for API modeling, supporting OpenAPI (Swagger) and GraphQL, as well as native modeling for data exchange formats like JSON Schema, Avro, Protobuf, Parquet, and YAML. It also integrates with metadata and data governance platforms like Unity Catalog and Collibra, making it a powerful enabler for organizations focused on data quality, lineage, and compliance. Key features include reverse and forward engineering, schema versioning, data type mapping, and team collaboration tools. Whether you're building data products, managing data contracts, or migrating between systems, Hackolade Studio provides a unified interface for modeling, documenting, and evolving your schemas. Hackolade is trusted by enterprises across finance, retail, healthcare, and telecom to align data architecture with real-world delivery. It’s an essential tool for teams implementing data mesh, data fabric, microservices, or API-first strategies.

IRI FieldShield® is a powerful and affordable data discovery and de-identification package for masking PII, PHI, PAN and other sensitive data in structured and semi-structured sources. Front-ended in a free Eclipse-based design environment, FieldShield jobs classify, profile, scan, and de-identify data at rest (static masking). Use the FieldShield SDK or proxy-based application to secure data in motion (dynamic data masking). The usual method for masking RDB and other flat files (CSV, Excel, LDIF, COBOL, etc.) is to classify it centrally, search for it globally, and automatically mask it in a consistent way using encryption, pseudonymization, redaction or other functions to preserve realism and referential integrity in production or test environments. Use FieldShield to make test data, nullify breaches, or comply with GDPR. HIPAA. PCI, PDPA, PCI-DSS and other laws. Audit through machine- and human-readable search reports, job logs and re-ID risks scores. Optionally mask data when you map it; FieldShield functions can also run in IRI Voracity ETL and federation, migration, replication, subsetting, and analytic jobs. To mask DB clones run FieldShield in Windocks, Actifio or Commvault. Call it from CI/CD pipelines and apps.

OpsHub Integration Manager (OIM) is designed to enable the synchronization of data across more than 50 tools within the ALM ecosystem. It features a user-friendly interface that simplifies the integration configuration process for users. The platform is engineered for resilience, ensuring that data consistency is maintained across all integrated systems. Organizations with diverse IT environments require agile integration solutions that can accelerate their entire value stream while supporting their journey toward digital transformation. In today's rapidly changing digital marketplace, it is increasingly important to streamline processes and maintain connectivity at every stage of operations. By choosing OpsHub, businesses benefit from an enterprise-level integration solution that has successfully enhanced clients’ value streams for over 20 years, positioning them for sustained success and growth. This long-standing expertise allows organizations to adapt swiftly to changes and capitalize on new opportunities in their respective industries.

Kovair QuickSync serves as a comprehensive and budget-friendly data migration solution suitable for enterprises across various industries. This desktop application, which operates on Windows, is straightforward to install and user-friendly. Its requirement for minimal infrastructural support enhances its cost-effectiveness and operational efficiency within the sector. Beyond enabling data migration from a single source to a single target, it also supports the transfer of data from one source to multiple destinations. The intuitive interface makes it highly adaptable and appealing to users. Additionally, it features an integrated disaster recovery system and the ability to perform re-migrations, guaranteeing a complete data transfer with zero loss. The solution also supports migration based on templates, allowing configurations from one project to be easily repurposed for future projects. Furthermore, it offers real-time monitoring of migration progress, ensuring users receive up-to-date information on the status and health of the migration process. This combination of features not only boosts efficiency but also instills confidence in the data migration process.

HCL OneTest offers software testing tools to support a DevOps strategy: API testing, functional and UI testing, performance testing, and service virtualization. It allows you to automate and run tests faster and more often to find errors sooner, which is when they are cheaper to fix. HCL also offers a bundled offering that can be used under a new consumption model. This will change the way you use and deploy DevOps Software. This new offering simplifies your planning for the adoption and growth critical DevOps products.