Data Migration Software: Which Solution Fits Your Project Best (2023)


  • Types of data migration tools
    • Self-scripted tools
    • On-premise tools
    • Cloud-based tools
  • How to choose the right data migration solution
    • Functionality
    • Data sources and destinations
    • Performance and scalability
    • Ease of use
    • Customer support
    • Security
    • Pricing
  • Best data migration software overview
    • Astera Centerprise: focus on migrating complex and legacy data
    • Talend: a fast shift from anywhere to AWS and other cloud locations
    • Informatica PowerCenter: enterprise-grade migration from multiple sources
    • StarfishETL: safe switching between CRMs and ERPs
  • There is still a lot of work for data engineers

Reading time: 11 minutes

Businesses can no longer count on using the same technologies for decades. Hardware and software become obsolete sooner than ever before. So data migration is an unavoidable challenge each company faces once in a while.

Transferring data from one computer environment to another is a time-consuming, multi-step process involving such activities as planning, data profiling, and testing, to name a few. You can read more about it in our previous article Data Migration: Process, Types, and Golden Rules to Follow. Here, we’ll focus on tools that can save you the lion’s share of tedious tasks — namely, key types of data migration software, selection criteria, and some popular options available in the market.

Data migration projects range from a run-of-the-mill database upgrade to a global shift of the enterprise system to the cloud. Consequently, automation solutions differ as well. There are three major types of data migration software to choose from.

Three types of data migration tools.

Self-scripted tools

Use cases: small projects, specific source and target locations not supported by other solutions

Automation scripts can be written by data engineers or ETL developers in charge of your migration project. This makes sense when you move a relatively small amount of data and deal with simple requirements. Besides, self-scripted tools become a necessity if a source or target location is not supported by any other software.

Among cons of the do-it-yourself approach is the need for coding skills, extra time your engineers have to spend on scripting, and scalability issues.

On-premise tools

Use cases: data migration within an enterprise network, on-premise mergers and acquisitions

On-premises software is meant for migrations within an enterprise network or when mergers and acquisitions take place and moving to the cloud is not on the agenda. Such tools are a natural choice if compliance or security requirements restrict companies from using cloud-based technologies.

The bright side of the on-premise tools is the ability of the company’s IT department to take full control over every single data element and migration step. On the dark side, your engineers must keep everything up and running on their own. Besides, this type of software has limited scalability compared to cloud solutions.

Cloud-based tools

Use cases: moving data from on-premises to cloud or between cloud environments

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These tools automate data migration to the cloud or from one cloud location to another. They are usually very flexible and handle different types of data. Besides, cloud-based solutions easily scale up and down depending on your current needs. They typically offer a pay-as-you-go pricing model that wards off wasting money on unused resources.

The greatest concern about cloud solutions is whether it can guarantee protection of data in the move.

Now, that you’ve got a general picture, it’s time to explore key selection criteria in more detail.

How to choose the right data migration solution

When choosing migration software, there many aspects from your project budget to the quality of customer support offered by the provider. Here’s the list of the most essential things to be considered.


Fully-fledged data migration software covers the following parts of the migration project:

  • planning including job scheduling and workflow orchestration,
  • pre-migration data profiling,
  • migration execution — or Extract, Transform, Load (ETL) processes,
  • testing, and
  • post-migration audit (validation).

Data Migration Software: Which Solution Fits Your Project Best (2)

Phases of the data migration process.

If a tool lacks functionality, you have to complete it with another solution or task your data engineers with creating scripts to fill the gaps.

Data sources and destinations

Self-scripted migration can deal with any data location and type. However, it will take tons of engineering time to write automation scripts if you are moving files in various formats from multiple sources to different destinations.

Ready-to-use tools, both on-premises and cloud-based, cover a wide range of systems and formats. Nevertheless, you should carefully check whether your files to be migrated and the environments are on the list of supported options.

Performance and scalability

Performance is a top priority for large projects with tons of data to be moved within a reasonable timeframe. As for scalability, that’s where cloud solutions show their best side. They scale up and down according to dynamic needs of data migration. On-premise software, on the other hand, is restricted by the hardware on which it runs.

Ease of use

You can’t count on a user-friendly interface when dealing with free options. But commercial tools should be easy to use. Though not a key factor, intuitive design saves you a lot of time and can signal that the vendor is well-aware of the migration process. Of course, a good look doesn’t necessarily mean that you will face no issues while moving the data. And that’s where customer support comes into play.

Customer support

When selecting a commercial tool, make sure that in case of any issues you’ll get timely help from the provider. Most often, vendors provide support:

  • by email,
  • via a forum, or
  • via a live chat.

With e-mail or a forum, you ask a question and just wait for someone to answer it which can take hours or even days. Live chats are better options to get a quick response. But this is to be checked beforehand. You can read reviews by other customers to understand if the quality and speed of support meet your requirements.


Opt for vendors who clearly state the level of protection they provide for your data in the move. This is especially relevant if you migrate sensitive information that is subject to compliance requirements.


The cost of data migration tools vary from zero to thousands of dollars. The final price will heavily depend on the quantity of data migrated, project duration, types of source and target locations, level of support, and other factors.

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Free solutions are typically developed by large corporations as a supplement for their main product. They are of a high quality but with limited functionality intended for their core system.

Open-source solutions are either free or significantly cheaper than commercial alternatives. But you get what you pay for. Such as, they can be poorly maintained and updated, have limited functionality, and require coding skills to work with them. Some open-source products are really good — however, you’ll get access to only a few features while the rest is fee-based. Among most popular open-source tools used for migrations are Apache NiFi, CloverDX, and Pentaho Data Integration.

Commercial products offer a wide range of features along with user-friendly interface, training, and technical support, which is most suitable for organizations lacking expertise in data migration. They also tend to cover numerous data sources and targets.

Best data migration software overview

It’s worth noting that tools used to run migrations also cover other types of data transition, such as

  • data replication — or continuous duplication or making copies of data to store the content in different locations;
  • data integration — or gathering data from different sources to provide users with a single view of information.

Similar to migration, data integration involves Extract, Transform, and Load procedures. So, products supporting data transfer are often called integration or ETL tools.

With this in mind, let’s examine popular end-to-end, system-agnostic solutions — in light of the mentioned-above selection criteria.

Data Migration Software: Which Solution Fits Your Project Best (3)

Data migration software comparison.

Astera Centerprise: focus on migrating complex and legacy data

Astera Centerprise is an on-premise data integration solution running on the Windows platform. It is mostly used by medium and large enterprises to migrate complex datasets and modernize legacy systems. Among key clients are Novartis (number 4 in Fortune Magazine’s Most Admired Pharmaceutical companies), Bank of America, and Wells Fargo Bank, to name a few.

Functionality. The software covers the entire migration process, from profiling the source data to validating the content loaded to the target location. It provides a variety of tools to schedule, orchestrate, preview, and monitor the migration flow. Particular attention is paid to the mapping of complex hierarchical data.

Data sources, and destinations. Astera offers pre-built connectors with a wide range of sources and destinations — for example, Oracle, SQL Server, MySQL, PostgreSQL, SAP HANA, Salesforce and more. It features over 200 built-in tools to enable processing any type of data, including complex formats like XML, JSON, EDI, COBOL as well as with unstructured files (texts or PDFs).

Data Migration Software: Which Solution Fits Your Project Best (4)

Astera Centerprise use cases, components, and supported data sources/destinations.

Centerprise is great for database migrations and processing complex datasets. However, when it comes to metadata, the solution leaves room for improvement as it requires some manual post-processing. Besides that, many clients wish Astera had more pre-built connections with popular cloud storage services and apps.

Performance and scalability. The parallel-processing ETL engine ensures high performance even when you move large datasets. To boost the speed of migration, there is a Job Optimizer feature that allows you to modify the flow at run-time (say, to remove unnecessary operations) and thus reduce execution time. As with any other on-premise software, Astera Centerprise scalability depends on your hardware.

Ease of use. The drag-and-drop interface enables no-coding data migrations, so the process can be handled by data analysts or even business users with no technical background. Simple to set up, configure, and get started with, Centerprise is often referred to as “the most intuitive data migration tool.”

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Security. The special Security Manager feature enables you to assign user roles and create different access levels to specific resources and operations.

Customer support. Astera is known for superior support services provided via email or conference calls.

Pricing. The product is rather pricey for small companies, but you can try it no matter your business size — just download a free trial version from the provider’s website.

Talend: a fast shift from anywhere to AWS and other cloud locations

Talend flagship product — Talend Data Fabric — combines data migration, integration, and governance functions in a single cloud-based platform. Along with commercial products, the vendor offers a suite of open source tools named Open Studio. They can be downloaded for Windows or Mac OS.

Functionality. Free solutions are enough to prepare data for migration, orchestrate tasks, and run a simple ETL process. Commercial products cover the entire migration cycle and boast a large number of features including automated quality checks as data moves between locations and visual mapping for complex data structures.

Data sources and destinations. As an AWS Migration Competency Partner, Talend guarantees smooth data transportation from anywhere to Amazon cloud facilities. But it also deals with numerous other on-premise and cloud sources and destinations.

Its free suite supports Oracle, Teradata, Microsoft SQL Server, Salesforce, AWS, Microsoft Azure, Google Cloud platform, and more. Commercial products offer a far longer list of available connectors. It works particularly well with databases and CRM software.

Performance and scalability. Talend is praised for its ability to transfer millions of records at a time without any issues. Even its free ETL tool shows the impressive speed of migration and scalability.

Ease of use. The software features an intuitive drag-and-drop interface. However, to perform complex migrations you will need tech specialists with expertise in Java.

Security. The company has a dedicated team of security experts to ensure data protection at each level, from preventing physical damage of data centers to cloud workload monitoring. Talend products are compliant with main industry standards including HIPAA, GDPR, and CSA STAR (the Cloud Security Alliance Security Trust Assurance and Risk program).

Customer support. Clients can get free support from the Talend Community and find the documentation they need in the Talend Help Center. Professional tech support is fee-based, and the response time depends on the support level (Silver/Gold, Platinum, or Mission Critical) you have purchased.

Pricing. Talend has an open-source version with 900+ free components and connectors that you can download from the vendor’s website. Commercial products come with a 14-day free trial and the price depends on the package you choose and the number of users. Its data integration suite costs $1,170 per user/monthly or $12,000 per user/annually.

Informatica PowerCenter: enterprise-grade migration from multiple sources

A leader in the data integration space for nearly three decades, Informatica PowerCenter helps over 5000 enterprises worldwide manage their data assets in the cloud and on-premises. It is widely used for large data migration projects, especially for moving historical data from legacy systems into new applications. Informatica partners with AWS, Google Cloud, Microsoft Azure, Salesforce, and many other platforms.

Functionality. PowerCenter provides end-to-end functionality for data migration projects. It offers parallel management and monitoring mechanisms, load balancing, repeatable audit and validation of data, and other enhancements.

But if you see room for improvement, your data engineers can create rule-based workflows to optimize the overall process.

Data sources and destinations. The platform easily connects with all leading database management systems (DBMSs), cloud services, application systems, etc. It creates advanced data transformations for XML, JSON, unstructured documents, industry formats (like HL7 or EDI), legacy formats (COBOL). IoT machine data, and more.

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The platform is unrivaled for migrating data from different sources But if you deal with a single data source, you can opt for one of the numerous cheaper options.

Performance and scalability. Due to the parallel ETL processing, the solution demonstrates great performance even when dealing with large datasets. It’s scalable enough to cover the needs of enterprise-grade projects.

Ease of use. Though Informatica provides a graphical interface to create data migrations, simplicity is not the strong point of the solution. PowerCenter requires more learning than many other ETL tools. According to product reviews, set up and integration with existing services can be a hassle, while training may take a few weeks.

Security. The vendor provides documentation to manage security within the Informatica domain. The measures encompass authentication of users and services, protection of data transmitted and stored, the security of connections for external components, access control to data and services. You may also employ an additional tool to ensure compliance with regulations like GDPR, CCPA, and CCAR.

Customer support. Customer support is provided via email, phone, or Informatica network. The regional support team is available during local business hours.

Pricing. The high pricing on connectors and overall usage makes this solution unsuitable for mid-size and small businesses. To make sure that the cost is worth it, enterprises can take advantage of a 30-day free trial.

StarfishETL: safe switching between CRMs and ERPs

Founded in 2009 by CRM experts, StarfishETL is built to move core business data between widely-used CRMs and ERPs, both on-premises and in the cloud.

Functionality. The system simplifies the most popular migrations — based on customer feedback. It performs commonly requested mappings, ensures data quality, and allows you to schedule and control workflows. But you can go beyond pre-built features and run more complex migration projects using self-scripted tools. StarfishETL supports Python, C#, JavaScript, and several other scripting languages to expand your possibilities.

Data sources and destinations. The solution focuses on CRM systems ensuring quick move from one to another. However, it also offers pre-built connectors with popular databases (MongoDB, SQLite, PostgreSQL, MySQL, Oracle, Amazon Redshift, and others) and supports Excel and XML files.

Performance and scalability. The platform runs on AWS and takes advantage of Amazon Elastic Cloud capabilities that make the migration tool suitable for companies of different sizes. It is powerful enough to quickly move information from legacy CRM and ERP systems to the cloud for midsize businesses. Complaints arise when dealing with huge amounts of data. Also, many clients wish the platform could run more than one scheduled job at a time.

Ease of use. The tool aims at computer-savvy users who have scripting experience and a basic understanding of data types, databases, and web services. For those without а technical background, it won’t be quite simple to make the most of the system and its capabilities.

Security. To ensure safety, the system applies strict data encryption creating two-fold security protocols between their internal servers and AWS. StarfishETL also protects information from system outages by backups.

Customer support. You can find technical documentation, ask questions to the community, or leave a ticket describing your problem on the Support Portal page. Another option is to submit a consultation request to the dedicated support team. The response time depends on the severity of your problem and the level of your subscription. It ranges from one business hour to one week.

Pricing. The fee depends on the number of connectors and transactions and starts from $495 per migration from a single source to a single target. Some additional options are really expensive for small businesses.

There is still a lot of work for data engineers

Every data migration project is unique, and its success relies heavily on the right software. So, don’t make a hasty decision — take your time and do deep research, weighing up pros and cons. It’s strongly recommended using a free trial to understand if the solution fits your case.

But even with the best software in place, you will still need data engineers to define a migration strategy, run the migration process, validate results, and fix any issues. A tool is as good as the hands using it — this statement is fair enough for migration of any complexity.

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What is the best software you have used for data migration? ›

EaseUS Todo PCTrans is a powerful file migration software that offers Windows PC to PC app and data migration. With this program, users can move everything from a single file to multiple apps from an old computer to a new one.

How will you choose a data migration method? ›

Some of the characteristics and factors to consider when choosing a migration method are:
  1. Source and target database versions.
  2. Source platform and operating system.
  3. Source database character set.
  4. Quantity of data, including indexes.
  5. Methods available for data transportation.
  6. Database features and data types used.

Which service is best suited for online data migration? ›

AWS provides a portfolio of data transfer services to provide the right solution for any data migration project. The level of connectivity is a major factor in data migration, and AWS has offerings that can address your hybrid cloud storage, online data transfer, and offline data transfer needs.

What are the three primary types of data migration tools to consider when migrating your data? ›

Types of data migration
  • Storage migration. The process of moving data off existing arrays into more modern ones that enable other systems to access it. ...
  • Cloud migration. ...
  • Application migration.

Is ETL used for data migration? ›

What is the meaning of ETL migration? ETL represents Extract, Transform and Load, which is a cycle used to gather data from different sources, change the data relying upon business rules/needs and burden the information into an objective data set.

How many types of migration software are there? ›

An IT migration is the shifting of data or software from one system to another. Depending on the project, an IT migration could involve one or more kinds of movement: Data migration, application migration, operating system migration, and cloud migration.

What is data migration in AWS? ›

AWS Database Migration Service (AWS DMS) is a cloud service that makes it possible to migrate relational databases, data warehouses, NoSQL databases, and other types of data stores. You can use AWS DMS to migrate your data into the AWS Cloud or between combinations of cloud and on-premises setups.

What are the different types of data migration? ›

Types of Data Migration
  • Storage Migration. Storage migration is where a business migrates data from one storage location to another. ...
  • Database Migration. ...
  • Application Migration. ...
  • Cloud Migration. ...
  • Business Process Migration. ...
  • Data Center Migration. ...
  • Big Bang Data Migration Approach. ...
  • Trickle Data Migration Approach.
Dec 15, 2022

Which AWS service is used for migration? ›

AWS Application Migration Service (AWS MGN) is the primary migration service recommended for lift-and-shift migrations to AWS. Customers currently using Server Migration Service (SMS) are encouraged to switch to Application Migration Service for future migrations.

What are the four migration models? ›

internal migration: moving within a state, country, or continent. external migration: moving to a different state, country, or continent. emigration: leaving one country to move to another. immigration: moving into a new country.

What are the 3 main DB migration strategies? ›

There are three main approaches to database migration: big bang data migration, trickle data migration, and zero downtime migration.

What are the 7 types of migration? ›

What are the types of migration?
  • Internal migration: moving within a state, country, or continent.
  • External migration: moving to a different state, country, or continent.
  • Emigration: leaving one place to move to another.
  • Immigration: moving into a new place.
  • Return migration: moving back to where you came from.

What is the best software for data storage? ›

Your Guide to Top Cloud Storage Software, January 2023
  • WeTransfer.
  • Firmex Virtual Data Room.
  • Google Drive.
  • Google Cloud Storage.
  • Tresorit.
  • Keepit.
  • IDrive.
  • Zoho WorkDrive.

How do you plan a data migration project? ›

6 Key Steps in a Data Migration Strategy
  1. Explore and Assess the Source. Before migrating data, you must know (and understand) what you're migrating, as well as how it fits within the target system. ...
  2. Define and Design the Migration. ...
  3. Build the Migration Solution. ...
  4. Conduct a Live Test. ...
  5. Flipping the Switch. ...
  6. Audit.

What are the methods of software migration? ›

There are a few common types of data migration: Storage migration (relocating the data from an outdated system to a new solution). Cloud migration (moving data from on-demand server to cloud). Application migration (moving the app software to a new system).

What is the difference between ETL and ETL? ›

ETL transforms data on a separate processing server, while ELT transforms data within the data warehouse itself. ETL does not transfer raw data into the data warehouse, while ELT sends raw data directly to the data warehouse.

Is SQL good for ETL? ›

In the first stage of the ETL workflow, extraction often entails database management systems, metric sources, and even simple storage means like spreadsheets. SQL commands can also facilitate this part of ETL as they fetch data from different tables or even separate databases.

What are the two common migration strategies? ›

6 Common Application Migration Strategies
  • Rehosting. Many refer to this as a “lift and shift” approach. ...
  • Replatforming. ...
  • Repurchasing. ...
  • Refactoring / Re-architecting. ...
  • Retire. ...
  • Retain.
Nov 9, 2017

What are the 5 cloud migration strategies? ›

Cloud Migration Strategies
  • Rehost. Rehosting, or 'lift and shift,' involves using infrastructure-as-a-service (IaaS). ...
  • Refactor. Refactoring, or 'lift, tinker, and shift,' is when you tweak and optimize your applications for the cloud. ...
  • Revise. ...
  • Rebuild. ...
  • Replace.

What is data migration in Azure? ›

Azure Database Migration Service is a tool that helps you simplify, guide, and automate your database migration to Azure. Easily migrate your data, schema, and objects from multiple sources to the cloud at scale.

How do I migrate SQL database to AWS? ›

This lesson has five steps.
  1. Create a SQL Server database instance in Amazon RDS. ...
  2. Create a replication instance in AWS Database Migration Service (AWS DMS) ...
  3. Create source and target endpoints for your database migration. ...
  4. Create a replication task in AWS DMS. ...
  5. Complete the migration and clean up resources.

What is migration in Azure? ›

Azure Migrate provides a simplified migration, modernization, and optimization service for Azure. All pre-migration steps such as discovery, assessments, and right-sizing of on-premises resources are included for infrastructure, data, and applications.

What is data migration tools? ›

Data migration tools are used for moving data from one storage system to another. They do this through a process of selecting, preparing, extracting, and transforming data to ensure that its form is compatible with its new storage location.

What are three examples of migration? ›

Four Most Common Types of Migration
  • Labor Migration – 164 million (2017) ...
  • Forced Migration or Displacement – 70.8 million (2018)
  • Human Trafficking and Modern Slavery – 25 million (2016) ...
  • Environmental Migration – 17.2 million (2018)
Oct 30, 2019

What are the 5 stages of migration? ›

There are five common migration approaches: Retire, Replace, Rehost, Rearchitect, and Retain.

Which tool is used for cloud migration? ›

Carbonite Migrate tools:

Carbonite is one of the leading cloud migration tools and solutions providers, acquired by OpenText in 2019. This provides sophisticated cloud backup solutions for home, professional, and enterprise use.

What are the 3 types of cloud services AWS has? ›

Types of Cloud Computing
  • Infrastructure as a Service (IaaS) ...
  • Platform as a Service (PaaS) ...
  • Software as a Service (SaaS)

What are the benefits of migrating to AWS? ›

AWS migration saves you costs and protects your bottom line. Instead of spending thousands of dollars installing, configuring and managing on-premises servers, run your operating system and all enterprise applications on the AWS platform at $0 up-front cost. You only pay for the computing resources you utilize.

What are the 6 R's of migration? ›

Amazon Web Services (AWS) adopted this model and extended it to the 6 R's: Re-host, Re-platform, Re-factor/Re-architect, Re-purchase, Retire and Retain. This post covers the basics for each of these and explains how to decide which AWS migration strategy to choose for your applications.

What are 5 pull factors of migration? ›

The important factors which motivate people to move can be classified into five categories. They are economic factors, demographic factors, socio-cultural factors, political factors and miscellaneous factors.

What are the 3 main causes of migration? ›

People migrate for many reasons , ranging from security, demography and human rights to poverty and climate change.

What is data migration in SQL? ›

Data Migration is the process of moving data from one place to another. Following that, SQL Data Migration is defined as moving data to or from the SQL Server. The migration process may appear straightforward at first, but it involves a lot of complexity, especially when migrating a large volume of enterprise data.

What is the most common cloud migration model? ›

Rehost or lift-and-shift model

Rehosting is the most straightforward cloud migration path. It means that you lift applications, virtual machines, and server operating systems from the current hosting environment to public cloud infrastructure without any changes.

What are the three largest flows of migration? ›

India, China, and Indonesia were estimated to have had the largest emigration flows and net migration losses.

What is the most common type of migration? ›

The movement often occurs over long distances and from one country to another (external migration), but internal migration (within a single country) is also possible; indeed, this is the dominant form of human migration globally.

What are two types of cloud migration? ›

These are the key cloud migration types:
  • Re-host (lift & shift) This is where you shift an application from an on-premises host to a cloud service (infrastructure or platform service). ...
  • Re-platform. ...
  • Re-factor.

What are the 4 push factors of migration? ›

Push Factors in Migration - Key takeaways

Push factors include as conflict, unemployment, natural disasters, or oppression.

What is migration software? ›

Software migration is the process of moving data from an old system to a new one. It is a usual operation in case of upgrading software or switching to a new platform. There are a few common types of data migration: Storage migration (relocating the data from an outdated system to a new solution).

Which software is used for data acquisition? ›

Dewesoft X is the world's best data acquisition (DAQ), data recording, and data analysis software.

What is the best free migration software? ›

The best data migration tools of 2023 in full:
  1. Acronis Cyber Protect Home Office. Data migration while you work. ...
  2. Minitool Partition Wizard Free. Data migration with partition support. ...
  3. Laplink PCmover. Highly recommended data migration tool. ...
  4. EaseUS Todo PCTrans Free. ...
  5. Paragon Hard Disk Manager.
6 days ago

What are three 3 best techniques for data storage management? ›

7 Best Practices for Successful Data Management
  • Build strong file naming and cataloging conventions. ...
  • Carefully consider metadata for data sets. ...
  • Data Storage. ...
  • Documentation. ...
  • Commitment to data culture. ...
  • Data quality trust in security and privacy. ...
  • Invest in quality data-management software.

What are the 3 types of data storage? ›

Forms of data storage

Data can be recorded and stored in three main forms: file storage, block storage and object storage.

What are 4 types of data storage devices? ›

Types of Data Storage

Hard Drives. Solid-State Drives (SSD) CD/DVD Drives. Flash Drives.

What are the 3 main types of migration? ›

internal migration: moving within a state, country, or continent. external migration: moving to a different state, country, or continent. emigration: leaving one country to move to another.

What are the 5 types of migration? ›

What are the types of migration?
  • Internal migration: moving within a state, country, or continent.
  • External migration: moving to a different state, country, or continent.
  • Emigration: leaving one place to move to another.
  • Immigration: moving into a new place.
  • Return migration: moving back to where you came from.

What are the two types of data acquisition system? ›

Types of Data Acquisition Systems
  • Analog Data Acquisition Systems.
  • Digital Data Acquisition Systems.

Which are the different types of software acquisition? ›

-Five basic methods for acquiring software applications:
  • Buy it and use it as is.
  • Buy it and customize it.
  • Rent or lease it.
  • Build it yourself.
  • Outsource it.

What is data acquisition in ETL? ›

In DWH terminology, Extraction, Transformation, Loading (ETL) is called as Data Acquisition. It is a process of extracting relevant business information from multiple operational source systems, transforming the data into a homogenous format and loading into the DWH/Datamart.

Does Microsoft have a migration tool? ›

The SharePoint Migration Tool (SPMT) is a free and easy to use migration solution to help you migrate content from on-premises SharePoint sites to Microsoft 365. Migrate your SharePoint Server sites and content to take advantage of the latest collaboration, intelligence, and security solutions in Microsoft 365.

What is the simplest method to migrate a database? ›

How to Perform the Migration. Using AWS DMS to migrate data to AWS is simple. You start by spinning replication instances in your AWS environment, and then AWS DMS connects the source and target database endpoints. You can choose what you want to migrate—DMS allows you to migrate tables, schemas, and whole databases.


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