Best IT Infrastructure Products for 2024

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G2 is proud to share our 2024 list of the Best IT Infrastructure Products

We are proud to share our 2024 list of the Best IT Infrastructure Products. This best software list features some of the top software sellers and service providers found on G2. Some of the top IT Infrastructure Software Sellers include: Datadog, ManageEngine, and Checkmk.

To qualify for the best IT Infrastructure software list, products must be listed under one or more of the IT Infrastructure software categories. IT Infrastructure software allows businesses to manage large networks with varying hardware and software needs. Businesses use IT Infrastructure SaaS and on-premise software to store large data sets, maintain data integrity, and integrate data across platforms.

Award-Winning Best IT Infrastructure Product Categories Include:
Best Software CompaniesExpand/Collapse Best Software Companies
Best Software ProductsExpand/Collapse Best Software Products
Best Software by FunctionExpand/Collapse Best Software by Function

Best IT Infrastructure Products for 2024

1
Datadog
2
Site24x7
3
checkmk
4
IBM Instana
5
Dynatrace
6
LogicMonitor
7
ManageEngine Applications Manager
8
New Relic
9
Pandora FMS
10
Skyvia
11
Google Cloud BigQuery
12
Snowflake
13
Hightouch
14
Databricks Data Intelligence Platform
15
Teradata Vantage
16
Progress WhatsUp Gold
17
ManageEngine OpManager
18
Atlan
19
AWS Glue
20
Census
21
Microsoft SQL Server
22
Weld
23
Coralogix
24
Confluent
25
StreamSets
26
Amazon DynamoDB
27
Google Cloud SQL
28
Software AG webMethods.io Integration
29
Google Compute Engine
30
Splunk Enterprise
31
Google Cloud Storage
32
HubSpot Operations Hub
33
Workato
34
GoAnywhere MFT
35
NinjaOne (formerly NinjaRMM)
36
Citrix DaaS
37
Monte Carlo
38
DigitalOcean
39
Designer Cloud
40
Evergreen Storage Service
41
Rivery
42
Amazon Redshift
43
Hevo Data
44
Auvik
45
ThousandEyes
46
Amazon Aurora
47
Zapier
48
IBM Db2
49
MOVEit
50
Amazon Relational Database Service (RDS)
Past Winners
Previous Best Software Lists

Best Software by Function / IT Infrastructure Products

Out of 6,352 total products in this category, and 391 that were eligible for the 2024 Best Software Awards, here are the 50 best software products. When looking at this year’s winners, 27 remained on the list from last year, while 23 are new entrants — representing a 46% change on this list since the 2023 Best Software Awards.

1
Datadog
Datadog
Enterprise Monitoring
Expand/Collapse Datadog
Datadog
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Datadog is a monitoring service for IT, Dev and Ops teams who write and run applications at scale, and want to turn the massive amounts of data produced by their apps, tools and services into actionable insight.
Datadog is a monitoring service for IT, Dev and Ops teams who write and run applications at scale, and want to turn the massive amounts of data produced by their apps, tools and services into actionable insight.
Main Category
2
Site24x7
Site24x7
Website Monitoring
Expand/Collapse Site24x7
Site24x7
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An all-in-one cloud monitoring service for DevOps and IT operations with broad monitoring capabilities covering applications, servers, networks, public and private clouds, websites and web apps.
An all-in-one cloud monitoring service for DevOps and IT operations with broad monitoring capabilities covering applications, servers, networks, public and private clouds, websites and web apps.
Main Category
4
IBM Instana
IBM Instana
Application Performance Monitoring (APM)
Expand/Collapse IBM Instana
IBM Instana
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IBM Instana, the leading provider of Automatic Application Monitoring solutions for microservices, leverages automation and artificial intelligence to deliver the visibility and actionable information DevOps teams need to manage dynamic applications.
IBM Instana, the leading provider of Automatic Application Monitoring solutions for microservices, leverages automation and artificial intelligence to deliver the visibility and actionable information DevOps teams need to manage dynamic applications.
Main Category
5
Dynatrace
Dynatrace
Application Performance Monitoring (APM)
Expand/Collapse Dynatrace
Dynatrace
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Dynatrace has redefined how you monitor today’s digital ecosystems. AI-powered, full stack and completely automated, it’s the only solution that provides answers, not just data, based on deep insight into every user, every transaction, across every application. The world’s leading brands trust Dynat
Dynatrace has redefined how you monitor today’s digital ecosystems. AI-powered, full stack and completely automated, it’s the only solution that provides answers, not just data, based on deep insight into every user, every transaction, across every application. The world’s leading brands trust Dynat
Main Category
6
LogicMonitor
LogicMonitor
Cloud Infrastructure Monitoring
Expand/Collapse LogicMonitor
LogicMonitor
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LogicMonitor is the SaaS-based, automated performance monitoring platform that provides agile IT Ops teams with the visibility and actionable metrics they need to ensure the availability of services and applications running on complex and distributed infrastructure.
LogicMonitor is the SaaS-based, automated performance monitoring platform that provides agile IT Ops teams with the visibility and actionable metrics they need to ensure the availability of services and applications running on complex and distributed infrastructure.
Main Category
8
New Relic
New Relic
Application Performance Monitoring (APM)
Expand/Collapse New Relic
New Relic
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New Relic is the industry's largest and most comprehensive cloud-based instrumentation platform to help customers create more perfect software.
New Relic is the industry's largest and most comprehensive cloud-based instrumentation platform to help customers create more perfect software.
Main Category
10
Skyvia
Skyvia
ETL Tools
Expand/Collapse Skyvia
Skyvia
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Skyvia is a universal cloud platform for no-coding data integration. It allows you to ETL SaaS and database data in both directions, replicate cloud data to databases, import/export CSV files on schedule, create OData services, manage data with SQL, back up cloud data, etc. It supports all major clo
Skyvia is a universal cloud platform for no-coding data integration. It allows you to ETL SaaS and database data in both directions, replicate cloud data to databases, import/export CSV files on schedule, create OData services, manage data with SQL, back up cloud data, etc. It supports all major clo
Main Category
11
Google Cloud BigQuery
Google Cloud BigQuery
Data Warehouse
Expand/Collapse Google Cloud BigQuery
Google Cloud BigQuery
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Analyze Big Data in the cloud with BigQuery. Run fast, SQL-like queries against multi-terabyte datasets in seconds. Scalable and easy to use, BigQuery gives you real-time insights about your data.
Analyze Big Data in the cloud with BigQuery. Run fast, SQL-like queries against multi-terabyte datasets in seconds. Scalable and easy to use, BigQuery gives you real-time insights about your data.
Main Category
12
Snowflake
Snowflake
Data Warehouse
Expand/Collapse Snowflake
Snowflake
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Snowflake’s cloud data platform shatters the barriers that have prevented organizations of all sizes from unleashing the true value from their data. Thousands of customers deploy Snowflake to advance their organizations beyond what was possible by deriving all the insights from all their data by all
Snowflake’s cloud data platform shatters the barriers that have prevented organizations of all sizes from unleashing the true value from their data. Thousands of customers deploy Snowflake to advance their organizations beyond what was possible by deriving all the insights from all their data by all
Main Category
13
Hightouch
Hightouch
Reverse ETL
Expand/Collapse Hightouch
Hightouch
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Hightouch is the easiest way to sync customer data into your tools like CRMs, email tools, and Ad networks. Sync data from any source (data warehouse, spreadsheets) to 70+ tools, using SQL or a point-and-click UI, without relying on favors from Engineering. For example, you can sync data on how lead
Hightouch is the easiest way to sync customer data into your tools like CRMs, email tools, and Ad networks. Sync data from any source (data warehouse, spreadsheets) to 70+ tools, using SQL or a point-and-click UI, without relying on favors from Engineering. For example, you can sync data on how lead
Main Category
15
Teradata Vantage
Teradata Vantage
Data Warehouse
Expand/Collapse Teradata Vantage
Teradata Vantage
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The Teradata Database easily and efficiently handles complex data requirements and simplifies management of the data warehouse environment.
The Teradata Database easily and efficiently handles complex data requirements and simplifies management of the data warehouse environment.
Main Category
16
Progress WhatsUp Gold
Progress WhatsUp Gold
Network Traffic Analysis (NTA)
Expand/Collapse Progress WhatsUp Gold
Progress WhatsUp Gold
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WhatsUp Gold is unified infrastructure and application monitoring software that gives modern IT teams the ability to monitor their increasingly complex IT environment with a single product.
WhatsUp Gold is unified infrastructure and application monitoring software that gives modern IT teams the ability to monitor their increasingly complex IT environment with a single product.
Main Category
18
Atlan
Atlan
Machine Learning Data Catalog
Expand/Collapse Atlan
Atlan
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Atlan is a Modern Data Workspace with the vision to enable data democratization within organizations, while maintaining the highest standards of governance and security. The diverse users of today’s modern data team, ranging from data engineers to business users, come together to collaborate on Atla
Atlan is a Modern Data Workspace with the vision to enable data democratization within organizations, while maintaining the highest standards of governance and security. The diverse users of today’s modern data team, ranging from data engineers to business users, come together to collaborate on Atla
Main Category
19
AWS Glue
AWS Glue
ETL Tools
Expand/Collapse AWS Glue
AWS Glue
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AWS Glue is a fully managed extract, transform, and load (ETL) service designed to make it easy for customers to prepare and load their data for analytics.
AWS Glue is a fully managed extract, transform, and load (ETL) service designed to make it easy for customers to prepare and load their data for analytics.
Main Category
20
Census
Census
Reverse ETL
Expand/Collapse Census
Census
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A single, trusted place to sync data from your warehouse to the business apps you love. Census empowers everyone in your organization to take action with good data, no custom scripts or engineering favors required.
A single, trusted place to sync data from your warehouse to the business apps you love. Census empowers everyone in your organization to take action with good data, no custom scripts or engineering favors required.
Main Category
21
Microsoft SQL Server
Microsoft SQL Server
Relational Databases
Expand/Collapse Microsoft SQL Server
Microsoft SQL Server
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SQL Server 2017 brings the power of SQL Server to Windows, Linux and Docker containers for the first time ever, enabling developers to build intelligent applications using their preferred language and environment. Experience industry-leading performance, rest assured with innovative security feature
SQL Server 2017 brings the power of SQL Server to Windows, Linux and Docker containers for the first time ever, enabling developers to build intelligent applications using their preferred language and environment. Experience industry-leading performance, rest assured with innovative security feature
Main Category
22
Weld
Weld
ETL Tools
Expand/Collapse Weld
Weld
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Weld is an ETL tool, with 100+ fully-managed connectors, designed to enable business to build a data warehouse in just a few hours. The product is ideal for smaller data teams.
Weld is an ETL tool, with 100+ fully-managed connectors, designed to enable business to build a data warehouse in just a few hours. The product is ideal for smaller data teams.
Main Category
23
Coralogix
Coralogix
Log Analysis
Expand/Collapse Coralogix
Coralogix
View profile
Coralogix is a stateful streaming data platform that provides real-time insights and long-term trend analysis with no reliance on storage or indexing, solving the monitoring challenges of data growth in large scale systems.
Coralogix is a stateful streaming data platform that provides real-time insights and long-term trend analysis with no reliance on storage or indexing, solving the monitoring challenges of data growth in large scale systems.
Main Category
25
StreamSets
StreamSets
ETL Tools
Expand/Collapse StreamSets
StreamSets
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StreamSets DataOps Platform is an end-to-end data engineering platform to design, deploy, operate and optimize data pipelines to deliver continuous data. StreamSets offers a single pane of glass for batch, streaming, CDC, ETL and ML pipelines with built-in data drift protection for full transparency
StreamSets DataOps Platform is an end-to-end data engineering platform to design, deploy, operate and optimize data pipelines to deliver continuous data. StreamSets offers a single pane of glass for batch, streaming, CDC, ETL and ML pipelines with built-in data drift protection for full transparency
Main Category
27
Google Cloud SQL
Google Cloud SQL
Relational Databases
Expand/Collapse Google Cloud SQL
Google Cloud SQL
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Cloud SQL is a fully managed, relational database service for running PostgreSQL, MySQL and SQL Server workloads. It's an ideal choice if you want to lift & shift an existing database or build a new application in the cloud.
Cloud SQL is a fully managed, relational database service for running PostgreSQL, MySQL and SQL Server workloads. It's an ideal choice if you want to lift & shift an existing database or build a new application in the cloud.
Main Category
28
Software AG webMethods.io Integration
Software AG webMethods.io Integration
iPaaS
Expand/Collapse Software AG webMethods.io Integration
Software AG webMethods.io Integration
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webMethods integrates on-premises apps like SAP systems with your cloud-based apps such as Salesforce.com® faster than any other integration platform.
webMethods integrates on-premises apps like SAP systems with your cloud-based apps such as Salesforce.com® faster than any other integration platform.
Main Category
29
Google Compute Engine
Google Compute Engine
Auto Scaling
Expand/Collapse Google Compute Engine
Google Compute Engine
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Compute Engine enables you to create and run large-scale workloads on virtual machines hosted on Google Cloud. Get running quickly with pre-built and ready-to-go configurations or create machines of your own with the optimal amount of vCPU and memory required for your workload.
Compute Engine enables you to create and run large-scale workloads on virtual machines hosted on Google Cloud. Get running quickly with pre-built and ready-to-go configurations or create machines of your own with the optimal amount of vCPU and memory required for your workload.
Main Category
32
HubSpot Operations Hub
HubSpot Operations Hub
iPaaS
Expand/Collapse HubSpot Operations Hub
HubSpot Operations Hub
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HubSpot Operations Hub allows you to keep all your contacts in 2-Way, Real Time Sync no matter if you use (Gmail/Outlook, Salesforce, Pipedrive, Constant Contact, Prosperworks, HubSpot, MailChimp or ActiveCampaign to name a few).
HubSpot Operations Hub allows you to keep all your contacts in 2-Way, Real Time Sync no matter if you use (Gmail/Outlook, Salesforce, Pipedrive, Constant Contact, Prosperworks, HubSpot, MailChimp or ActiveCampaign to name a few).
Main Category
33
Workato
Workato
iPaaS
Expand/Collapse Workato
Workato
View profile
The only intelligent automation platform that enables both business users and IT to build, operate and rollout app and data integration, process and workflow automation, in a single platform - without compromising security and governance.
The only intelligent automation platform that enables both business users and IT to build, operate and rollout app and data integration, process and workflow automation, in a single platform - without compromising security and governance.
Main Category
34
GoAnywhere MFT
GoAnywhere MFT
Managed File Transfer (MFT)
Expand/Collapse GoAnywhere MFT
GoAnywhere MFT
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GoAnywhere MFT is a managed file transfer solution which automates and secures file transfers using a centralized enterprise-level approach.
GoAnywhere MFT is a managed file transfer solution which automates and secures file transfers using a centralized enterprise-level approach.
Main Category
35
NinjaOne (formerly NinjaRMM)
NinjaOne (formerly NinjaRMM)
Remote Monitoring & Management (RMM)
Expand/Collapse NinjaOne (formerly NinjaRMM)
NinjaOne (formerly NinjaRMM)
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NinjaOne is the Unified IT Management platform that simplifies the way IT teams work through workflow and device management unification. Our platform includes device management, patch management, software management, task automation, remote access, backup, ticketing, and documentation all into a sin
NinjaOne is the Unified IT Management platform that simplifies the way IT teams work through workflow and device management unification. Our platform includes device management, patch management, software management, task automation, remote access, backup, ticketing, and documentation all into a sin
Main Category
G2 Awards
36
Citrix DaaS
Citrix DaaS
Desktop as a Service (DaaS)
Expand/Collapse Citrix DaaS
Citrix DaaS
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Citrix Virtual Apps and Desktops lead the industry in desktop and app virtualization. Deliver Windows, Linux, and web business applications or full virtual desktops from any cloud—public, on-premises or hybrid—within a modern digital workspace
Citrix Virtual Apps and Desktops lead the industry in desktop and app virtualization. Deliver Windows, Linux, and web business applications or full virtual desktops from any cloud—public, on-premises or hybrid—within a modern digital workspace
Main Category
37
Monte Carlo
Monte Carlo
Data Observability
Expand/Collapse Monte Carlo
Monte Carlo
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Monte Carlo is the first end-to-end solution to prevent broken data pipelines. Monte Carlo’s solution delivers the power of data observability, giving data engineering and analytics teams the ability to solve the costly problem of data downtime.
Monte Carlo is the first end-to-end solution to prevent broken data pipelines. Monte Carlo’s solution delivers the power of data observability, giving data engineering and analytics teams the ability to solve the costly problem of data downtime.
Main Category
38
DigitalOcean
DigitalOcean
Infrastructure as a Service (IaaS)
Expand/Collapse DigitalOcean
DigitalOcean
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DigitalOcean provides the best tools to control your virtual server in the cloud. Learn how we deliver the most intuitive interface and features so you can start building your web infrastructure today.
DigitalOcean provides the best tools to control your virtual server in the cloud. Learn how we deliver the most intuitive interface and features so you can start building your web infrastructure today.
Main Category
39
Designer Cloud
Designer Cloud
Data Preparation
Expand/Collapse Designer Cloud
Designer Cloud
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Trifacta is a data wrangling solution designed to improve the efficiency of an existing analysis process or utilize new sources of data for an analytics initiative.
Trifacta is a data wrangling solution designed to improve the efficiency of an existing analysis process or utilize new sources of data for an analytics initiative.
Main Category
41
Rivery
Rivery
ETL Tools
Expand/Collapse Rivery
Rivery
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Rivery enables businesses to aggregate, transform and automate their data systems in the cloud, helping teams become more efficient and data-driven.
Rivery enables businesses to aggregate, transform and automate their data systems in the cloud, helping teams become more efficient and data-driven.
Main Category
42
Amazon Redshift
Amazon Redshift
Data Warehouse
Expand/Collapse Amazon Redshift
Amazon Redshift
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Amazon Redshift is a fast, fully managed data warehouse that makes it simple and cost-effective to analyze all your data using standard SQL and your existing Business Intelligence (BI) tools.
Amazon Redshift is a fast, fully managed data warehouse that makes it simple and cost-effective to analyze all your data using standard SQL and your existing Business Intelligence (BI) tools.
Main Category
43
Hevo Data
Hevo Data
Data Replication
Expand/Collapse Hevo Data
Hevo Data
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Integrate data from 150+ sources effortlessly with Hevo's Data Pipeline. Choose your data sources and destination, and start moving data in near real-time for faster analytics.
Integrate data from 150+ sources effortlessly with Hevo's Data Pipeline. Choose your data sources and destination, and start moving data in near real-time for faster analytics.
Main Category
44
Auvik
Auvik
Network Monitoring
Expand/Collapse Auvik
Auvik
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Auvik makes network management easier. By automating and simplifying network management, Auvik’s cloud-based software improves the efficiency and capacity of IT teams and helps protect their business from network risk. Today, Auvik helps IT teams establish true visibility and efficiency across more
Auvik makes network management easier. By automating and simplifying network management, Auvik’s cloud-based software improves the efficiency and capacity of IT teams and helps protect their business from network risk. Today, Auvik helps IT teams establish true visibility and efficiency across more
Main Category
45
ThousandEyes
ThousandEyes
Network Monitoring
Expand/Collapse ThousandEyes
ThousandEyes
View profile
Contact ThousandEyes now to see why it is central to the global operations of the world's largest and fastest growing brands, including 355 of the Global 2000, 180 of the Fortune 500 and 10 of the 10 top US banks and so many more companies all make ThousandEyes a mission-critical part of their moder
Contact ThousandEyes now to see why it is central to the global operations of the world's largest and fastest growing brands, including 355 of the Global 2000, 180 of the Fortune 500 and 10 of the 10 top US banks and so many more companies all make ThousandEyes a mission-critical part of their moder
Main Category
46
Amazon Aurora
Amazon Aurora
Relational Databases
Expand/Collapse Amazon Aurora
Amazon Aurora
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Amazon Aurora is a MySQL and PostgreSQL-compatible relational database engine that combines the speed and availability of high-end commercial databases with the simplicity and cost-effectiveness of open source databases.
Amazon Aurora is a MySQL and PostgreSQL-compatible relational database engine that combines the speed and availability of high-end commercial databases with the simplicity and cost-effectiveness of open source databases.
Main Category
47
Zapier
Zapier
iPaaS
Expand/Collapse Zapier
Zapier
View profile
Zapier enables you to automate tasks between other online services (services like Salesforce, Basecamp, and Gmail). Connect hundreds of best-in-breed SaaS apps.
Zapier enables you to automate tasks between other online services (services like Salesforce, Basecamp, and Gmail). Connect hundreds of best-in-breed SaaS apps.
Main Category
48
IBM Db2
IBM Db2
Relational Databases
Expand/Collapse IBM Db2
IBM Db2
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IBM® Db2® is the database that offers enterprise-wide solutions handling high-volume workloads. It is optimized to deliver industry-leading performance while lowering costs.
IBM® Db2® is the database that offers enterprise-wide solutions handling high-volume workloads. It is optimized to deliver industry-leading performance while lowering costs.
Main Category
49
MOVEit
MOVEit
Managed File Transfer (MFT)
Expand/Collapse MOVEit
MOVEit
View profile
Exchanging files over the Internet shouldn’t be complicated. That’s why more than 40 million users from around the world rely on MOVEit – The Managed File Transfer Software from Progress to simplify and secure the file transfer tasks, save time, and improve communications.
Exchanging files over the Internet shouldn’t be complicated. That’s why more than 40 million users from around the world rely on MOVEit – The Managed File Transfer Software from Progress to simplify and secure the file transfer tasks, save time, and improve communications.
Main Category
50
Amazon Relational Database Service (RDS)
Amazon Relational Database Service (RDS)
Database as a Service (DBaaS)
Expand/Collapse Amazon Relational Database Service (RDS)
Amazon Relational Database Service (RDS)
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Amazon Relational Database Service (RDS) is a web service that makes it easy to set up, operate, and scale a relational DB in the cloud: Amazon Aurora, PostgreSQL, MySQL, MariaDB, Oracle, and Microsoft SQL Server.
Amazon Relational Database Service (RDS) is a web service that makes it easy to set up, operate, and scale a relational DB in the cloud: Amazon Aurora, PostgreSQL, MySQL, MariaDB, Oracle, and Microsoft SQL Server.
Main Category
G2 Awards
FAQ
What are the G2 Best Software Awards?
Expand/Collapse What are the G2 Best Software Awards?
G2’s Annual Best Software Awards rank the world’s best software companies and products based on authentic, timely reviews from real users.
How are the winners determined?
Expand/Collapse How are the winners determined?

More than 30 different lists are generated using G2’s proprietary algorithm based on G2’s verified user reviews and publicly available market presence data. The top 100 software companies are ranked based on a combination of Satisfaction and Market Presence scores. The top 100 products are ranked based on reviews across all categories in which they are a part. Satisfaction is an aggregate score based on a company’s products across their assigned categories. More tailored company and product lists (e.g., “India Software Companies” and “Products for Small Businesses”) feature a smaller set of winners at 25 or 50 appearing on each list.

Read more about the methodology used to calculate G2’s Best Software Awards here.

How many reviews does a vendor need to be eligible?
Expand/Collapse How many reviews does a vendor need to be eligible?
To be included in one of G2’s Best Software Sellers or Best Software Products Lists, a software company must receive at least 50 approved reviews in aggregate across all of its G2-listed products during the 2023 calendar year. Reviews must have been submitted by Dec. 31, 2023 to impact Best Software eligibility and rankings. Scores reflect only data from reviews submitted during this evaluation period.
How are the Best Software Awards different from quarterly badge lists?
Expand/Collapse How are the Best Software Awards different from quarterly badge lists?

For G2’s annual Best Software Awards, the scores reflect reviews submitted in the evaluation period - in this case, the calendar year 2023. Other G2 reports might include more or less data which would potentially show different rankings for software companies and products.

Read more about G2’s research scoring methodologies.

Can software sellers and products win multiple awards?
Expand/Collapse Can software sellers and products win multiple awards?
Yes. A software seller and/or product has the potential to be named on multiple lists based on its eligibility and rankings.
How are reviews verified and vetted?
Expand/Collapse How are reviews verified and vetted?

It is important to us at G2 to be objective and trustworthy, with reviews being thoroughly vetted. To ensure this, we require the use of a LinkedIn™ account or verified business email address to validate a G2 reviewer’s identity and current employer. We also validate reviewers by partnering with companies to securely authenticate users through select platforms. We do not allow users to leave reviews for their current employers, former employers, or competitors.

For more information on the reviews process, view G2’s community guidelines.

Were G2’s 2024 Best Software Lists researched and published using the same methodology and criteria as past years? If not, what is new?
Expand/Collapse Were G2’s 2024 Best Software Lists researched and published using the same methodology and criteria as past years? If not, what is new?

Eligibility criteria and methodology have remained unchanged from last year. Being eligible, of course, does not guarantee inclusion on a list.

We did, however, add net-new lists in 2024 for:

  • Companies:
    • APAC Software Companies
  • Products:
    • Rookies of the Year
    • Best Products for Professionals in Analytics (this was previously combined with AI)
    • Best Products for Professionals in AI (this was previously combined with Analytics)
    • Best Products for Professionals in Education