Best Data Migration Software for Cloud

iceDQ is the #1 data reliability platform offering powerful, unified capabilities for Data Testing, Data Monitoring, and Data Observability. Designed for modern data environments, iceDQ automates complex data pipelines and data migration testing to ensure accuracy, integrity, and trust in your data systems. Its AI-based observability engine continuously monitors data in real-time, quickly detecting anomalies and minimizing business risks. With robust cross-platform connectivity, iceDQ supports seamless data validation, data profiling, and data reconciliation across diverse sources — including databases, files, data lakes, SaaS applications, and cloud environments. Whether you're migrating data, ensuring ETL/ELT process quality, or monitoring live data streams, iceDQ helps enterprises deliver high-quality, reliable data at scale. From financial services to healthcare and beyond, organizations rely on iceDQ to make confident, data-driven decisions backed by trusted data pipelines.

QuerySurge leverages AI to automate the data validation and ETL testing of Big Data, Data Warehouses, Business Intelligence Reports and Enterprise Apps/ERPs with full DevOps functionality for continuous testing. Use Cases - Data Warehouse & ETL Testing - Hadoop & NoSQL Testing - DevOps for Data / Continuous Testing - Data Migration Testing - BI Report Testing - Enterprise App/ERP Testing QuerySurge Features - Projects: Multi-project support - AI: automatically create datas validation tests based on data mappings - Smart Query Wizards: Create tests visually, without writing SQL - Data Quality at Speed: Automate the launch, execution, comparison & see results quickly - Test across 200+ platforms: Data Warehouses, Hadoop & NoSQL lakes, databases, flat files, XML, JSON, BI Reports - DevOps for Data & Continuous Testing: RESTful API with 60+ calls & integration with all mainstream solutions - Data Analytics & Data Intelligence:  Analytics dashboard & reports

IRI NextForm converts and replicates database data and schema, and modernizes file formats and layouts so they can be used in new applications. NextForm also creates federated views to speed insights. NextForm also gives you the opportunity to cull data as you move it, optimizing I/O and reducing storage. Slash 75% off design and run time with point-and-click field mapping that help you control your data with ease. NextForm is one of several data management products front-ended in a free Eclipse IDE, and another metadata-compatible spinoff from the SortCL program in IRI CoSort, NextForm comes in several editions, including a FREE Lite version for converting field data types, record layouts, and many flat-file formats, and for creating basic reports from flat files.

Alembic is a lightweight database migration tool that can be used with the SQLAlchemy database toolkit for Python. Alembic is written by the author of SQLAlchemy. While Alembic can be installed system-wide, it’s more common that it’s installed locally in a virtual environment, as it also uses libraries such as SQLAlchemy and database drivers that are more appropriate for local installations. Can emit statements to a database in order to change the structure of tables and other constructs. Provides a system whereby "migration scripts" may be constructed; each script indicates a particular series of steps that can "upgrade" a target database to a new version, and optionally a series of steps that can "downgrade" similarly, doing the same steps in reverse. Very open-ended and transparent configuration and operation. A new Alembic environment is generated from a set of templates which is selected among a set of options when setup first occurs.

DataLark is an SAP-centric no-code / low-code data management platform that helps businesses streamline data migration, data maintenance, and integration processes. Using its customizable plugins and analytical tools, you can automate all ETL operations and orchestrate across all of your systems to drive better business decisions. DataLark's rapid deployment allows you to launch your data-related processes within hours with the help of live support and extensive documentation.

The IRI Data Manager suite bundles the tools you need for faster data manipulation and movement: 1) CoSort makes light work of big data processing "heavy lifts" in DW ETL, BI/analytics, DB loads, sort/merge offload, etc. 2) FACT dumps very large database (VLDB) tables in parallel to flat files for ETL, DB migration, reorg, and archive. 3) NextForm performs and speeds file and table conversion, remapping, DB replication, data re-formatting, and federation. 4) RowGen subsets DBs or synthesizes structurally and referentially correct test data in tables, files, and reports. These IRI products address data integration and staging (ETL/ELT), big data packaging and provisioning, BI reporting and data wrangling (preparation) and DevOps. Use them alone or in the IRI Voracity platform to: improve data quality; speed sorting and data transformation; migrate and replicate data; replace legacy sorts; and, synthesize (plus virtualize) smart RDB and file test data.

Migrate your data or home OS, from any source to any target. Available as part of Hard Disk Manager! Create backups, manage partitions, migrate data. Migrate the OS to a new PC, start working right away. Clone your OS to a USB flash drive and use it anywhere. Keep your disk properly organized, create backups and migrate data with ease. Clone your hard disk to a larger drive, migrate your laptop to a new hard drive. Copy or restore data to a hard disk with a different sector size. Migrate Windows to new storage devices, backup and restore the system and data. Full range of copy operations, copy hard disk entirely or a partition separately. Copy or restore the contents of a 512-byte hard disk to a 4k hard disk with no extra actions required. Migrate any Windows OS from Windows 7 onwards, from HDD to a high-performance SSD. Exclude data you don’t want to copy. Perform partitioning operations to keep disks properly organized.

Stelo is an enterprise-class tool that dynamically delivers data from anywhere to anywhere for analysis, reporting and prediction or for managing business operations, B2B interactions and supply chains. Move data easily among your core relational databases and delta lakes in real-time across firewalls, to other teams, or to the cloud. Stelo Data Replicator provides reliable, high-speed, affordable replication for any relational database accessible via ODBC and non-relational databases via Kafka, Delta Lakes and flat file formats. Stelo leverages native data loading functions, and exploits multithreaded processing to provide fast, reliable performance for replicating multiple tables concurrently. Simple installation with GUI interfaces, configuration wizards, and advanced tools make product setup and operation straightforward, with no programming needed. Once running, Stelo reliably operates in the background without needing dedicated engineering support to maintain and manage.