# Best Message Queue Systems

## How Many Message Queue (MQ) Software Products Does G2 Track?

**Total Products under this Category:** 51

### Category Stats (Jul 2026)

- **Average Rating:** 4.27/5 (↓0.01 vs Jun 2026) The average rating of products in this category, based on all submitted ratings

_Last updated: July 10, 2026_

## How Does G2 Rank Message Queue (MQ) Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 2,400+ Authentic Reviews
- 51+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

## G2 Grid® for Message Queue (MQ) Software
 ![G2 Grid® for Message Queue (MQ) Software plotting products by satisfaction and market presence](https://www.g2.com/categories/message-queue-mq/grids.png?focus%5B%5D=4208&focus%5B%5D=10911&focus%5B%5D=121712&focus%5B%5D=40547&focus%5B%5D=52187&focus%5B%5D=74185&focus%5B%5D=115113&focus%5B%5D=170955)

Highlighted products: MuleSoft Anypoint Platform, IBM MQ, HiveMQ, Google Cloud Pub/Sub, Azure Logic Apps, TIBCO Messaging, IBM Cloud Pak for Integration, and Hookdeck.

Underlying data: [Grid® JSON](https://www.g2.com/categories/message-queue-mq/grids.json?focus%5B%5D=mulesoft-anypoint-platform&focus%5B%5D=ibm-mq&focus%5B%5D=hivemq&focus%5B%5D=google-cloud-pub-sub&focus%5B%5D=azure-logic-apps&focus%5B%5D=tibco-messaging&focus%5B%5D=ibm-cloud-pak-for-integration&focus%5B%5D=hookdeck)

**Sponsored**

### SAP Integration Suite

SAP Integration Suite (formerly SAP Cloud Platform Integration Suite) is an integration platform as a service (iPaaS) that allows the user to integrate on-premise and cloud-based applications and processes with tools and prebuilt content managed by SAP. With SAP Integration Suite, you can become future ready and scale up your integration capabilities to connect and contextualize experiences for customers, partners, and employees across the enterprise and extended ecosystems.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=paid_promo&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1676&secure%5Bchosen_at%5D=2026-07-29T04%3A03%3A34Z&secure%5Bmedium%5D=sponsored&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=6306&secure%5Bresource_id%5D=1676&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fmessage-queue-mq&secure%5Btoken%5D=3902b67d18e803bc7b07c505edf1b38d40b8398933965346ee3bd6f4859e8705&secure%5Burl%5D=https%3A%2F%2Fwww.sap.com%2Fproducts%2Ftechnology-platform%2Fintegration-suite.html&secure%5Burl_type%5D=paid_promos)

[
MuleSoft Anypoint Platform
](https://www.g2.com/products/mulesoft-anypoint-platform/reviews)

By [Salesforce](https://www.g2.com/sellers/salesforce)

[

4.5/5(775)

](https://www.g2.com/products/mulesoft-anypoint-platform/reviews)

What do users say?

Users consistently praise the ease of use and comprehensive API management features of MuleSoft Anypoint Platform, highlighting its ability to streamline integrations and enhance productivity. The pla

Pros and Cons

[
Ease of Use (113)
](https://www.g2.com/products/mulesoft-anypoint-platform/reviews?qs=pros-and-cons)[
Expensive (57)
](https://www.g2.com/products/mulesoft-anypoint-platform/reviews?qs=pros-and-cons)

### [MuleSoft Anypoint Platform](https://www.g2.com/products/mulesoft-anypoint-platform/reviews)

MuleSoft Anypoint Platform is the industry-leading integration and governance solution designed to connect any application, API, and AI agent across hybrid and multi-cloud environments. For nearly two decades, we have served as the integration backbone for the world’s most complex enterprises. Today, we are extending to the AI era. We allow organizations to move beyond AI sprawl into a unified architecture where legacy systems, modern APIs, and autonomous agents interact securely on a single, trusted foundation. Key capabilities and components include: Hybrid integration and connectivity, utilizing a library of hundreds of pre-built connectors and support for new AI protocols like MCP and A2A to provide AI agents with the tools they need to access and act within legacy ERPs, CRMs, and on-premise databases. MuleSoft Agent Fabric: Unified API and agent governance, applying the same rigorous security policies, cost controls, and traffic enforcement to AI models and agents that organizations already trust for their global API ecosystems through a single, federated control plane. Fabric also includes agent visibility and registry, offering a single source of truth to discover and observe any cross-ecosystem agent, ensuring complete transparency and the elimination of shadow AI. MuleSoft Vibes: Natural language design and management, providing a revamped experience where teams can use native natural language prompts to scaffold integrations, manage lifecycles, and stay ahead of technical sprawl using the AI tools they already prefer. Trusted runtime and compliance, delivering a fully managed, hybrid, or on-prem foundation that has been proven at scale for years, ensuring that every interaction is backed by enterprise-grade monitoring and human-in-the-loop security. Overall, MuleSoft Anypoint Platform is the enterprise platform for organizations seeking to bring visibility, trust, and orchestration to their APIs and AI agents.

**Average Rating:** 4.5/5.0

**Total Reviews:** 657

#### How Do G2 Users Rate MuleSoft Anypoint Platform?

- **Application Integration:** 9.1/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 8.7/10 (Category avg: 8.3/10)
- **Data Integration:** 8.8/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.7/10)

#### Who Is the Company Behind MuleSoft Anypoint Platform?

- **Seller:** [Salesforce](https://www.g2.com/sellers/salesforce)
- **Company Website:** www.salesforce.com
- **Year Founded:** 1999
- **HQ Location:** San Francisco, CA
- **Twitter:** @salesforce  
579,511 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c04f36289ca03aeff007197f1d9e74e925e328ed6bcfaff98911c78b3ab382f7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3185%2F&secure%5Burl_type%5D=linkedin_company_website)  
83,223 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Senior Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 57% Large, 31% Medium

#### What Do G2 Reviewers Say About MuleSoft Anypoint Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of MuleSoft Anypoint Platform, finding it efficient for their data integration needs.
- Users appreciate the **easy integration capabilities** of MuleSoft Anypoint Platform, enhancing API management and workflow efficiency.
- Users value the **ease of integration** with MuleSoft Anypoint Platform, streamlining API management and implementation.
- Users love the **clean UI and comprehensive features** of MuleSoft Anypoint Platform for seamless API management.
- Users appreciate the **easy integrations** with MuleSoft Anypoint Platform, enabling seamless connectivity between various systems.

##### Cons

- Users find MuleSoft Anypoint to be **quite expensive** , making it less accessible for smaller projects and companies.
- Users express concern over the **high pricing issues** of MuleSoft Anypoint Platform, making it less accessible for smaller organizations.
- Users find the **learning curve steep** for MuleSoft Anypoint Platform, especially for those accustomed to other tools.
- Users find **learning difficulty** with MuleSoft Anypoint Platform due to the need for advanced development skills.
- Users experience a **steep learning curve** with MuleSoft Anypoint, often requiring extensive training and adjustment time.

#### What Are Recent G2 Reviews of MuleSoft Anypoint Platform?

**["Powerful DataWeave, Rich Connectors, and Strong API Governance with MuleSoft"](https://www.g2.com/survey_responses/mulesoft-anypoint-platform-review-12850876)**

**Rating:** 5.0/5.0 stars

_— Abhay K._

[Read full review](https://www.g2.com/survey_responses/mulesoft-anypoint-platform-review-12850876)

**["Easy API Development with Strong Integrations and Great Documentation"](https://www.g2.com/survey_responses/mulesoft-anypoint-platform-review-12939746)**

**Rating:** 5.0/5.0 stars

_— Abhay K._

[Read full review](https://www.g2.com/survey_responses/mulesoft-anypoint-platform-review-12939746)

#### What Are G2 Users Discussing About MuleSoft Anypoint Platform?

- [What is MuleSoft Anypoint Platform used for?](https://www.g2.com/discussions/what-is-mulesoft-anypoint-platform-used-for) - 2 comments, 1 upvote
- [What is the use of exchange in Anypoint platform?](https://www.g2.com/discussions/what-is-the-use-of-exchange-in-anypoint-platform)
- [Is MuleSoft an integration platform?](https://www.g2.com/discussions/is-mulesoft-an-integration-platform) - 1 upvote
- [Who can use Data Loader Salesforce?](https://www.g2.com/discussions/who-can-use-data-loader-salesforce)
- [What is MuleSoft platform?](https://www.g2.com/discussions/what-is-mulesoft-platform)

[
IBM MQ
](https://www.g2.com/products/ibm-mq/reviews)

By [IBM](https://www.g2.com/sellers/ibm)

[

4.3/5(174)

](https://www.g2.com/products/ibm-mq/reviews)

What do users say?

Users consistently praise the product for its reliability and ease of use, highlighting its ability to ensure message delivery without loss, even under heavy loads. Many appreciate its robust performa

### [IBM MQ](https://www.g2.com/products/ibm-mq/reviews)

IBM MQ connects applications and microservices in private datacenters, across hybrid or multi-cloud environments, and at the edge of the enterprise. It allows businesses, from large enterprises to startups, to ensure every order, every payment, and every customer interaction counts. Messages between applications are delivered reliably once-and-only-once and applications are decoupled to enable rapid response to sudden traffic increases or system outages. Businesses can tap into the value of existing mission-critical data to gain real-time insights and ensure the safety of customer and business data with comprehensive security mechanisms.

**Average Rating:** 4.3/5.0

**Total Reviews:** 159

#### How Do G2 Users Rate IBM MQ?

- **Application Integration:** 8.7/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 8.1/10 (Category avg: 8.3/10)
- **Data Integration:** 8.6/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.6/10 (Category avg: 8.7/10)

#### Who Is the Company Behind IBM MQ?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 employees on LinkedIn®
- **Ownership:** SWX:IBM

#### Who Uses This Product?

- **Who Uses This:** Senior Software Engineer, Technical Lead
- **Top Industries:** Banking, Information Technology and Services
- **Company Size:** 63% Large, 26% Medium

#### What Are Recent G2 Reviews of IBM MQ?

**["MQ: Built for Reliability, Not Hype"](https://www.g2.com/survey_responses/ibm-mq-review-11828707)**

**Rating:** 5.0/5.0 stars

_— Niki H._

[Read full review](https://www.g2.com/survey_responses/ibm-mq-review-11828707)

**["The tried and true workhorse of medium to high volume message queueing & processing"](https://www.g2.com/survey_responses/ibm-mq-review-12027308)**

**Rating:** 4.5/5.0 stars

_— Francisco R._

[Read full review](https://www.g2.com/survey_responses/ibm-mq-review-12027308)

#### What Are G2 Users Discussing About IBM MQ?

- [What is IBM MQ used for?](https://www.g2.com/discussions/ibm-mq-what-is-ibm-mq-used-for)
- [Is IBM MQ free?](https://www.g2.com/discussions/is-ibm-mq-free) - 1 comment
- [What is difference between WebSphere MQ and IBM?](https://www.g2.com/discussions/what-is-difference-between-websphere-mq-and-ibm)
- [What is MQ software?](https://www.g2.com/discussions/what-is-mq-software)
- [What is IBM MQ used for?](https://www.g2.com/discussions/what-is-ibm-mq-used-for) - 2 comments

[
HiveMQ
](https://www.g2.com/products/hivemq/reviews)

By [HiveMQ](https://www.g2.com/sellers/hivemq)

[

4.5/5(95)

](https://www.g2.com/products/hivemq/reviews)

What do users say?

Users consistently praise HiveMQ for its reliability and scalability, making it ideal for handling large volumes of MQTT messages with minimal latency. The platform's intuitive dashboard and robust se

Pros and Cons

[
Reliability (20)
](https://www.g2.com/products/hivemq/reviews?qs=pros-and-cons)[
Expensive (17)
](https://www.g2.com/products/hivemq/reviews?qs=pros-and-cons)

### [HiveMQ](https://www.g2.com/products/hivemq/reviews)

HiveMQ is the Industrial Data Platform helping enterprises move from connected devices to intelligent operations. Built on the MQTT standard and a distributed edge-to-cloud architecture, HiveMQ connects and governs industrial data in real time, enabling organizations to act with intelligence. With proven reliability, scalability, and interoperability, HiveMQ provides the foundation industrial companies need to operationalize AI, powering the next generation of intelligent industry. Global leaders including Audi, BMW, Eli Lilly, Liberty Global, Mercedes-Benz, and Siemens trust HiveMQ to run their most mission-critical operations.

**Average Rating:** 4.5/5.0

**Total Reviews:** 95

#### How Do G2 Users Rate HiveMQ?

- **Application Integration:** 9.4/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 8.7/10 (Category avg: 8.3/10)
- **Data Integration:** 9.2/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 8.7/10)

#### Who Is the Company Behind HiveMQ?

- **Seller:** [HiveMQ](https://www.g2.com/sellers/hivemq)
- **Company Website:** www.hivemq.com
- **Year Founded:** 2012
- **HQ Location:** Landshut, Bayern
- **Twitter:** @HiveMQ  
2,863 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=541c8d92ccb3edeed6661bc5f5bc62d3493c97ef8377992698d00574827a2386&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2949784&secure%5Burl_type%5D=linkedin_company_website)  
158 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 44% Medium, 39% Small

#### What Do G2 Reviewers Say About HiveMQ?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend HiveMQ for its **exceptional reliability** , effectively supporting large-scale MQTT messaging with minimal downtime.
- Users appreciate the **ease of management and stability** of HiveMQ, benefiting from real-time monitoring and scalability.
- Users value HiveMQ for its **effective monitoring tools** , enabling real-time tracking of device connections and system health.
- Users commend HiveMQ for its **efficiency improvement** , effectively managing large-scale deployments with minimal latency and robust support.
- Users praise the **responsive customer support** of HiveMQ, ensuring quick assistance for any inquiries or issues.

##### Cons

- Users note the **expensive pricing** of HiveMQ, making it less competitive for smaller enterprise customers.
- Users find the **difficult learning** curve for advanced features challenging, often needing external tools for effective usage.
- Users face **usability issues** with HiveMQ, particularly around the learning curve and configuration complexities.
- Users struggle with **technical issues** , facing challenges in onboarding, performance, and documentation clarity with HiveMQ.
- Users note that while HiveMQ has improved, **the UX still lacks intuitiveness** for managing devices and testing connections.

#### What Are Recent G2 Reviews of HiveMQ?

**["Scales Effortlessly Under Heavy Load with Seamless Clustering"](https://www.g2.com/survey_responses/hivemq-review-13170010)**

**Rating:** 4.5/5.0 stars

_— Janette C._

[Read full review](https://www.g2.com/survey_responses/hivemq-review-13170010)

**["HiveMQ Delivered Scalable, Cost-Effective Messaging with Smooth Kafka Integration"](https://www.g2.com/survey_responses/hivemq-review-13172541)**

**Rating:** 5.0/5.0 stars

_— Preston K._

[Read full review](https://www.g2.com/survey_responses/hivemq-review-13172541)

#### What Are G2 Users Discussing About HiveMQ?

- [What is HiveMQ broker?](https://www.g2.com/discussions/what-is-hivemq-broker) - 1 comment, 1 upvote
- [How much does HiveMQ cost?](https://www.g2.com/discussions/how-much-does-hivemq-cost) - 1 comment, 1 upvote
- [Is HiveMQ open source?](https://www.g2.com/discussions/is-hivemq-open-source) - 1 comment, 1 upvote

[
Google Cloud Pub/Sub
](https://www.g2.com/products/google-cloud-pub-sub/reviews)

By [Google](https://www.g2.com/sellers/google)

[

4.5/5(39)

](https://www.g2.com/products/google-cloud-pub-sub/reviews)

What do users say?

Users consistently praise the ease of use and scalability of Google Cloud Pub/Sub, highlighting its ability to integrate seamlessly with other Google services. The fully managed nature of the service

Pros and Cons

[
Scalability (2)
](https://www.g2.com/products/google-cloud-pub-sub/reviews?qs=pros-and-cons)[
Expensive (1)
](https://www.g2.com/products/google-cloud-pub-sub/reviews?qs=pros-and-cons)

### [Google Cloud Pub/Sub](https://www.g2.com/products/google-cloud-pub-sub/reviews)

Ingest event streams from anywhere, at any scale, for simple, reliable, real-time stream analytics

**Average Rating:** 4.5/5.0

**Total Reviews:** 34

#### How Do G2 Users Rate Google Cloud Pub/Sub?

- **Application Integration:** 9.1/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 8.8/10 (Category avg: 8.3/10)
- **Data Integration:** 9.2/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Google Cloud Pub/Sub?

- **Seller:** [Google](https://www.g2.com/sellers/google)
- **Year Founded:** 1998
- **HQ Location:** Mountain View, CA
- **Twitter:** @google  
31,899,995 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website)  
341,888 employees on LinkedIn®
- **Ownership:** NASDAQ:GOOG

#### Who Uses This Product?

- **Top Industries:** Computer Software, Education Management
- **Company Size:** 41% Small, 31% Large

#### What Do G2 Reviewers Say About Google Cloud Pub/Sub?

_AI-generated summary from verified user reviews_

##### Pros

- Users find **scalability seamless** in Google Cloud Pub/Sub, with effortless management and integration for varying workloads.
- Users appreciate the **top-notch customer support** of Google Cloud Pub/Sub, enhancing their overall experience and functionality.
- Users find the **ease of use** in Google Cloud Pub/Sub remarkable, thanks to its intuitive interface and helpful resources.
- Users value the **easy access** to Google Cloud Pub/Sub, benefiting from intuitive interfaces and generous credits for beginners.
- Users appreciate the **easy integrations** of Google Cloud Pub/Sub, enhancing productivity for both producers and consumers.

##### Cons

- Users find Google Cloud Pub/Sub to be **more expensive** compared to alternatives like Apache Kafka.
- Users face the challenge of **message duplication** with Pub/Sub, requiring additional code for de-duplication.
- Users find the **slow processing** of Google Cloud Pub/Sub, especially for larger messages, to be a significant drawback.

#### What Are Recent G2 Reviews of Google Cloud Pub/Sub?

**["A dependable way to connect services across GCP"](https://www.g2.com/survey_responses/google-cloud-pub-sub-review-12557219)**

**Rating:** 4.5/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/google-cloud-pub-sub-review-12557219)

**["Fully Managed Pub/Sub with Reliable, Low-Latency Global Scalability"](https://www.g2.com/survey_responses/google-cloud-pub-sub-review-12540976)**

**Rating:** 4.5/5.0 stars

_— Claude I._

[Read full review](https://www.g2.com/survey_responses/google-cloud-pub-sub-review-12540976)

#### What Are G2 Users Discussing About Google Cloud Pub/Sub?

- [What is Google Cloud Pub/Sub used for?](https://www.g2.com/discussions/what-is-google-cloud-pub-sub-used-for)

[
Azure Logic Apps
](https://www.g2.com/products/azure-logic-apps/reviews)

By [Microsoft](https://www.g2.com/sellers/microsoft)

[

4.3/5(103)

](https://www.g2.com/products/azure-logic-apps/reviews)

What do users say?

Users consistently praise the ease of use and visual designer of Azure Logic Apps, which allows for quick workflow creation without extensive coding knowledge. The platform's extensive integration cap

Pros and Cons

[
Ease of Learning (1)
](https://www.g2.com/products/azure-logic-apps/reviews?qs=pros-and-cons)[
Complexity (1)
](https://www.g2.com/products/azure-logic-apps/reviews?qs=pros-and-cons)

### [Azure Logic Apps](https://www.g2.com/products/azure-logic-apps/reviews)

Azure Logic Apps is a cloud-based integration platform as a service (iPaaS) that enables organizations to automate and orchestrate workflows, integrating applications, data, systems, and services across enterprises or organizations. It provides a visual designer for building workflows without writing code, facilitating the creation of complex processes that connect disparate systems seamlessly. Key Features and Functionality: - Extensive Connector Library: Offers over 1,400 pre-built connectors for various services, including Salesforce, Office 365, SQL Server, and SAP, allowing easy integration with both cloud-based and on-premises applications. - Visual Workflow Designer: Provides a drag-and-drop interface for designing workflows, enabling users to build and manage processes without extensive coding knowledge. - Hybrid Connectivity: Supports integration across cloud and on-premises environments, ensuring secure and efficient data flow between systems. - Scalability and Reliability: Built on Azure's robust infrastructure, Logic Apps ensures high availability and scalability to meet varying business demands. - AI Integration: Facilitates the incorporation of AI capabilities into workflows through connectors like Azure OpenAI and Azure AI Search, enabling intelligent automation and decision-making processes. Primary Value and Solutions Provided: Azure Logic Apps addresses the challenge of integrating diverse systems and automating complex workflows without the need for extensive coding. By offering a comprehensive set of connectors and a user-friendly design interface, it empowers organizations to streamline operations, enhance productivity, and respond swiftly to changing business needs. The platform's scalability and hybrid connectivity ensure that businesses can build resilient and adaptable integration solutions, facilitating seamless communication between various applications and services.

**Average Rating:** 4.3/5.0

**Total Reviews:** 89

#### How Do G2 Users Rate Azure Logic Apps?

- **Application Integration:** 9.0/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 7.9/10 (Category avg: 8.3/10)
- **Data Integration:** 8.4/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Azure Logic Apps?

- **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft)
- **Year Founded:** 1975
- **HQ Location:** Redmond, Washington
- **Twitter:** @microsoft  
13,091,739 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9458f51bd6ded48ad432a804f19ad736469f007787569b63827154231c315630&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmicrosoft%2F&secure%5Burl_type%5D=linkedin_company_website)  
231,632 employees on LinkedIn®
- **Ownership:** MSFT

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 41% Large, 32% Small

#### What Do G2 Reviewers Say About Azure Logic Apps?

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **ease of learning** in Azure Logic Apps facilitated by excellent resources and quick implementation.
- Users find the **implementation ease** of Azure Logic Apps beneficial, with quick setup and helpful resources available.
- Users value the **quick setup** of Azure Logic Apps, enabling them to implement solutions swiftly and efficiently.

##### Cons

- Users find the **complexity** of Azure Logic Apps deployment and functionality frustrating, leading to slower processing compared to alternatives.
- Users note that **slow processing** of Azure Logic Apps requires simplification and improvements for better performance.

#### What Are Recent G2 Reviews of Azure Logic Apps?

**["Logic Apps Delivers Smooth, Secure Integrations with Great ROI"](https://www.g2.com/survey_responses/azure-logic-apps-review-12682176)**

**Rating:** 5.0/5.0 stars

_— Cristian N._

[Read full review](https://www.g2.com/survey_responses/azure-logic-apps-review-12682176)

**["Perfect scalable platform for nocode integration implementation"](https://www.g2.com/survey_responses/azure-logic-apps-review-10825562)**

**Rating:** 5.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/azure-logic-apps-review-10825562)

#### What Are G2 Users Discussing About Azure Logic Apps?

- [What is the difference between Microsoft flow and logic apps?](https://www.g2.com/discussions/what-is-the-difference-between-microsoft-flow-and-logic-apps)
- [What is logic apps in Azure?](https://www.g2.com/discussions/what-is-logic-apps-in-azure)
- [What is the difference between PowerApps and logic apps?](https://www.g2.com/discussions/what-is-the-difference-between-powerapps-and-logic-apps)
- [How do you schedule Azure WebJobs?](https://www.g2.com/discussions/how-do-you-schedule-azure-webjobs)
- [Is Azure logic apps PaaS or SaaS?](https://www.g2.com/discussions/is-azure-logic-apps-paas-or-saas)

[
TIBCO Messaging
](https://www.g2.com/products/tibco-messaging/reviews)

By [Cloud Software Group](https://www.g2.com/sellers/cloud-software-group)

[

4.4/5(43)

](https://www.g2.com/products/tibco-messaging/reviews)

What do users say?

Users consistently praise the product for its high performance and reliable communication, making it a valuable tool for real-time data exchange across systems. Many appreciate its ease of use and str

### [TIBCO Messaging](https://www.g2.com/products/tibco-messaging/reviews)

Real-time data is fundamental to the digital business that must operate at unprecedented speeds and agility, demanding a messaging system with high performance, throughput, and availability to ensure data is delivered efficiently and securely when and where it is needed. Messaging enables real-time data distribution between disparate endpoints wherever they are hosted, while also being a central component of event-driven and streaming data architectures. TIBCO provides both open source and commercial messaging technology to enable all of the use cases needed to connect complex, large-scale information landscapes including cloud integration, event processing, streaming analytics, business app connectivity, IoT, mobile, and web. TIBCO offers high-performance messaging technology and gives customers flexibility and unique choice between Commercial and Open-source messaging solutions: -- TIBCO Enterprise Message Service™: The industry-leading Jakarta-based messaging for store and forward messaging services. -- TIBCO FTL: High performing, low-latency, enterprise and cloud-ready messaging -- TIBCO eFTL: TIBCO messaging for REST, web, and mobile-based devices -- TIBCO® Messaging Castle - Powered by Apache Kafka®: Secure, reliable, open source, and real-time streaming data pipelines -- TIBCO® Messaging Quasar - Powered by Apache Pulsar™ : Multi-tenant, high-performance open source solution for server-to-server communication -- TIBCO® Messaging - Eclipse Mosquito Distribution: Connect IoT devices using MQTT to any TIBCO Messaging components

**Average Rating:** 4.4/5.0

**Total Reviews:** 40

#### How Do G2 Users Rate TIBCO Messaging?

- **Application Integration:** 9.5/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 8.9/10 (Category avg: 8.3/10)
- **Data Integration:** 9.0/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 8.7/10)

#### Who Is the Company Behind TIBCO Messaging?

- **Seller:** [Cloud Software Group](https://www.g2.com/sellers/cloud-software-group)
- **HQ Location:** Fort Lauderdale, FL
- **Twitter:** @cloudsoftware  
124 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=86a8da07f19bbb6871acf9d6e74baf5f74966e23f959aac6dd81145864d554b2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcloudsoftwaregroup%2F&secure%5Burl_type%5D=linkedin_company_website)  
9,527 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 51% Large, 28% Small

#### What Are Recent G2 Reviews of TIBCO Messaging?

**["Highly Reliable, Scalable Messaging Infrastructure"](https://www.g2.com/survey_responses/tibco-messaging-review-12514774)**

**Rating:** 4.5/5.0 stars

_— Nilesh B._

[Read full review](https://www.g2.com/survey_responses/tibco-messaging-review-12514774)

**["I have used these services to exchange data between systems."](https://www.g2.com/survey_responses/tibco-messaging-review-10757645)**

**Rating:** 4.5/5.0 stars

_— Verified User in Banking_

[Read full review](https://www.g2.com/survey_responses/tibco-messaging-review-10757645)

#### What Are G2 Users Discussing About TIBCO Messaging?

- [What is TIBCO Messaging used for?](https://www.g2.com/discussions/what-is-tibco-messaging-used-for) - 1 comment
- [What is TIBCO Messaging - Apache Kafka Distribution used for?](https://www.g2.com/discussions/what-is-tibco-messaging-apache-kafka-distribution-used-for)
- [What is TIBCO Cloud Messaging used for?](https://www.g2.com/discussions/what-is-tibco-cloud-messaging-used-for)
- [What is TIBCO Messaging - Eclipse Mosquitto Distribution used for?](https://www.g2.com/discussions/what-is-tibco-messaging-eclipse-mosquitto-distribution-used-for)
- [Is Tibco a message bus?](https://www.g2.com/discussions/is-tibco-a-message-bus)

[
IBM Cloud Pak for Integration
](https://www.g2.com/products/ibm-cloud-pak-for-integration/reviews)

By [IBM](https://www.g2.com/sellers/ibm)

[

4.2/5(51)

](https://www.g2.com/products/ibm-cloud-pak-for-integration/reviews)

What do users say?

Users consistently praise the ease of use and integration capabilities of IBM Cloud Pak for Integration, highlighting its ability to simplify complex integration tasks across various platforms. Many a

### [IBM Cloud Pak for Integration](https://www.g2.com/products/ibm-cloud-pak-for-integration/reviews)

IBM Cloud Pak for Integration is a set of capabilities to speed integration and scale automation, built for any hybrid cloud, within a single, unified experience. Unlock business data and assets as APIs, connect cloud and on-premise applications, reliably move data with enterprise messaging, deliver real-time event interactions, transfer data across any cloud and deploy and scale with cloud-native architecture and shared foundational services — all with end-to-end enterprise-grade security and encryption, making up the broadest set of integration capabilities available on the market today.

**Average Rating:** 4.2/5.0

**Total Reviews:** 40

#### How Do G2 Users Rate IBM Cloud Pak for Integration?

- **Application Integration:** 8.6/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 7.8/10 (Category avg: 8.3/10)
- **Data Integration:** 8.9/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 7.5/10 (Category avg: 8.7/10)

#### Who Is the Company Behind IBM Cloud Pak for Integration?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 employees on LinkedIn®
- **Ownership:** SWX:IBM

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 35% Large, 35% Medium

#### What Are Recent G2 Reviews of IBM Cloud Pak for Integration?

**["Unified, Cloud-Native Integration Platform on OpenShift That Simplifies Architecture"](https://www.g2.com/survey_responses/ibm-cloud-pak-for-integration-review-13109301)**

**Rating:** 5.0/5.0 stars

_— Kim M._

[Read full review](https://www.g2.com/survey_responses/ibm-cloud-pak-for-integration-review-13109301)

**["Great to work in IBM cloud"](https://www.g2.com/survey_responses/ibm-cloud-pak-for-integration-review-9145389)**

**Rating:** 4.0/5.0 stars

_— ashish s._

[Read full review](https://www.g2.com/survey_responses/ibm-cloud-pak-for-integration-review-9145389)

#### What Are G2 Users Discussing About IBM Cloud Pak for Integration?

- [What are the 6 current cloud Paks offered by IBM?](https://www.g2.com/discussions/ibm-cloud-pak-for-integration-what-are-the-6-current-cloud-paks-offered-by-ibm)
- [What are the deployment options in IBM cloud Pak for Integration?](https://www.g2.com/discussions/what-are-the-deployment-options-in-ibm-cloud-pak-for-integration)
- [Which statement describes the IBM Cloud Pak for Integration?](https://www.g2.com/discussions/which-statement-describes-the-ibm-cloud-pak-for-integration)
- [What is included in cloud Pak for Integration?](https://www.g2.com/discussions/what-is-included-in-cloud-pak-for-integration)

[
Apache Kafka
](https://www.g2.com/products/apache-kafka/reviews)

By [The Apache Software Foundation](https://www.g2.com/sellers/the-apache-software-foundation)

[

4.5/5(132)

](https://www.g2.com/products/apache-kafka/reviews)

What do users say?

Users consistently praise the product for its high scalability and reliability, making it ideal for handling large volumes of data in real-time applications. Many appreciate its low latency and abilit

Pros and Cons

[
Scalability (5)
](https://www.g2.com/products/apache-kafka/reviews?qs=pros-and-cons)[
Complexity (1)
](https://www.g2.com/products/apache-kafka/reviews?qs=pros-and-cons)

### [Apache Kafka](https://www.g2.com/products/apache-kafka/reviews)

Apache Kafka is an open-source distributed event streaming platform developed by the Apache Software Foundation. It is designed to handle real-time data feeds with high throughput and low latency, making it ideal for building data pipelines, streaming analytics, and integrating data across various systems. Kafka enables organizations to publish, store, and process streams of records in a fault-tolerant and scalable manner, supporting mission-critical applications across diverse industries. Key Features and Functionality: - High Throughput and Low Latency: Kafka delivers messages at network-limited throughput with latencies as low as 2 milliseconds, ensuring efficient data processing. - Scalability: It can scale production clusters up to thousands of brokers, handling trillions of messages per day and petabytes of data, while elastically expanding and contracting storage and processing capabilities. - Durable Storage: Kafka stores streams of data safely in a distributed, durable, and fault-tolerant cluster, ensuring data integrity and availability. - High Availability: The platform supports efficient stretching of clusters over availability zones and connects separate clusters across geographic regions, enhancing resilience. - Stream Processing: Kafka provides built-in stream processing capabilities through the Kafka Streams API, allowing for operations like joins, aggregations, filters, and transformations with event-time processing and exactly-once semantics. - Connectivity: With Kafka Connect, it integrates seamlessly with hundreds of event sources and sinks, including databases, messaging systems, and cloud storage services. Primary Value and Solutions Provided: Apache Kafka addresses the challenges of managing real-time data streams by offering a unified platform that combines messaging, storage, and stream processing. It enables organizations to: - Build Real-Time Data Pipelines: Facilitate the continuous flow of data between systems, ensuring timely and reliable data delivery. - Implement Streaming Analytics: Analyze and process data streams in real-time, allowing for immediate insights and actions. - Ensure Data Integration: Seamlessly connect various data sources and sinks, promoting a cohesive data ecosystem. - Support Mission-Critical Applications: Provide a robust and fault-tolerant infrastructure capable of handling high-volume and high-velocity data, essential for critical business operations. By leveraging Kafka's capabilities, organizations can modernize their data architectures, enhance operational efficiency, and drive innovation through real-time data processing and analytics.

**Average Rating:** 4.5/5.0

**Total Reviews:** 127

#### How Do G2 Users Rate Apache Kafka?

- **Application Integration:** 8.8/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 8.1/10 (Category avg: 8.3/10)
- **Data Integration:** 8.4/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Apache Kafka?

- **Seller:** [The Apache Software Foundation](https://www.g2.com/sellers/the-apache-software-foundation)
- **Year Founded:** 1999
- **HQ Location:** Wakefield, MA
- **Twitter:** @TheASF  
66,168 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b8484c4bb31e87bc0ba9e683d86f2af14309539343a063507c88bcdcff98434d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F215982%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,470 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Senior Software Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 46% Large, 33% Medium

#### What Do G2 Reviewers Say About Apache Kafka?

_AI-generated summary from verified user reviews_

##### Pros

- Users highlight the **high scalability** of Apache Kafka, making it perfect for growing data volumes in enterprises.
- Users value the **real-time data processing** of Apache Kafka, appreciating its speed, scalability, and reliability across systems.
- Users appreciate the **easy integrations** of Apache Kafka, enjoying seamless connections with their Java applications.
- Users praise the **high scalability and performance** of Apache Kafka, making it perfect for handling large data volumes.
- Users value the **high scalability and performance** of Apache Kafka, making it perfect for handling growing data volumes.

##### Cons

- Users struggle with the **operational complexity** of Apache Kafka, which increases resource consumption and limits message queuing capabilities.
- Users find the **data management issues** overwhelming, especially smaller teams needing dedicated expertise for maintenance and scaling.
- Users find that **debugging issues** in Apache Kafka can be challenging and requires significant effort to resolve.
- Users find the **difficult learning curve** of Apache Kafka overwhelming, especially for smaller teams needing dedicated expertise.
- Users find the **limited customization** in Apache Kafka challenging, particularly during initial setup and management tasks.

#### What Are Recent G2 Reviews of Apache Kafka?

**["Kafka Delivers Scalable, Durable Real-Time Performance"](https://www.g2.com/survey_responses/apache-kafka-review-12660700)**

**Rating:** 5.0/5.0 stars

_— Aayush M._

[Read full review](https://www.g2.com/survey_responses/apache-kafka-review-12660700)

**["Reliable Real-Time Data Streaming at Scale with Kafka"](https://www.g2.com/survey_responses/apache-kafka-review-12593230)**

**Rating:** 4.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/apache-kafka-review-12593230)

#### What Are G2 Users Discussing About Apache Kafka?

- [What is your primary use case for Apache Kafka, and how has it impacted your data streaming processes?](https://www.g2.com/discussions/what-is-your-primary-use-case-for-apache-kafka-and-how-has-it-impacted-your-data-streaming-processes)
- [What is Apache Kafka used for?](https://www.g2.com/discussions/apache-kafka-what-is-apache-kafka-used-for) - 1 comment
- [What is Apache Kafka architecture?](https://www.g2.com/discussions/apache-kafka-what-is-apache-kafka-architecture)
- [What is Kafka in software?](https://www.g2.com/discussions/what-is-kafka-in-software)
- [What are the characteristics of Apache Kafka?](https://www.g2.com/discussions/apache-kafka-what-are-the-characteristics-of-apache-kafka)

[
Hookdeck
](https://www.g2.com/products/hookdeck/reviews)

By [Hookdeck](https://www.g2.com/sellers/hookdeck)

[

4.8/5(71)

](https://www.g2.com/products/hookdeck/reviews)

What do users say?

Users consistently praise the product for its ease of use and reliable webhook management, which simplifies the process of handling webhooks across various environments. Many appreciate the intuitive

Pros and Cons

[
Ease of Use (6)
](https://www.g2.com/products/hookdeck/reviews?qs=pros-and-cons)[
Expensive (3)
](https://www.g2.com/products/hookdeck/reviews?qs=pros-and-cons)

### [Hookdeck](https://www.g2.com/products/hookdeck/reviews)

Hookdeck is a fast and reliable event gateway for receiving, processing, and delivering asynchronous messages. It centralizes and streamlines communication between services – external providers (e.g. Shopify), internal endpoints (e.g. APIs), and any combination thereof. Configure Hookdeck platform resources and features such as event routing, filters, and transformations. And let Hookdeck automatically retry failed events for painless error recovery. Our developer tooling enables teams to build, deploy, operate, and observe their event-driven applications with confidence.

**Average Rating:** 4.8/5.0

**Total Reviews:** 71

#### How Do G2 Users Rate Hookdeck?

- **Application Integration:** 8.8/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 7.9/10 (Category avg: 8.3/10)
- **Data Integration:** 8.8/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Hookdeck?

- **Seller:** [Hookdeck](https://www.g2.com/sellers/hookdeck)
- **HQ Location:** Montreal, Quebec
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=662b83f41ca4e2a7bde0d567aee5bba1b23816e0af39a4b03a79ff80507804dc&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fhookdeck%2F&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** CTO
- **Top Industries:** Computer Software, Marketing and Advertising
- **Company Size:** 66% Small, 25% Medium

#### What Do G2 Reviewers Say About Hookdeck?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Hookdeck, finding setup and navigation both straightforward and efficient.
- Users appreciate the **ease of setup and navigation** with Hookdeck, enjoying its rich functionality and abundant features.
- Users appreciate the **easy setup** of Hookdeck, finding it straightforward and efficient for managing connections.
- Users appreciate the **easy integrations** of Hookdeck, effortlessly connecting local and online sites with numerous features.
- Users love the **generous free tier** of Hookdeck, making it ideal for home labbers and SMBs alike.

##### Cons

- Users find Hookdeck's pricing **significantly high** , making budget management and onboarding an added challenge.
- Users find the **complex setup** of Hookdeck challenging, especially with multiple settings and integration issues.
- Users find the **difficult usage** of Hookdeck adds complexity, requiring management of another service for effective operation.
- Users desire better **integration with automation services** as current setup and loop issues present challenges.
- The **user interface complexity** of Hookdeck initially hinders ease of use, but users adapt with time.

#### What Are Recent G2 Reviews of Hookdeck?

**["Great Webhook Relay Service"](https://www.g2.com/survey_responses/hookdeck-review-11686952)**

**Rating:** 5.0/5.0 stars

_— Noah M._

[Read full review](https://www.g2.com/survey_responses/hookdeck-review-11686952)

**["Hookdeck Webhook Limits Due to Rotating IPs and Client Whitelisting"](https://www.g2.com/survey_responses/hookdeck-review-11739786)**

**Rating:** 4.0/5.0 stars

_— Verified User in Information Services_

[Read full review](https://www.g2.com/survey_responses/hookdeck-review-11739786)

#### What Are G2 Users Discussing About Hookdeck?

- [What is Hookdeck used for?](https://www.g2.com/discussions/what-is-hookdeck-used-for) - 1 upvote

[
RabbitMQ
](https://www.g2.com/products/rabbitmq/reviews)

By [Broadcom](https://www.g2.com/sellers/broadcom-ab3091cd-4724-46a8-ac89-219d6bc8e166)

[

4.1/5(48)

](https://www.g2.com/products/rabbitmq/reviews)

What do users say?

Users consistently praise RabbitMQ for its reliable messaging and ease of use, highlighting its ability to handle asynchronous communication effectively. Many appreciate the intuitive interface and ex

### [RabbitMQ](https://www.g2.com/products/rabbitmq/reviews)

RabbitMQ is the most popular open source message broker, with more than 35,000 production deployments world-wide. RabbitMQ is lightweight and easy to deploy on premises and in the cloud and runs on all major operating systems. It supports most developer platforms, multiple messaging protocols and can be deployed in distributed and federated configurations to meet high-scale, high-availability requirements.

**Average Rating:** 4.1/5.0

**Total Reviews:** 46

#### How Do G2 Users Rate RabbitMQ?

- **Application Integration:** 8.5/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 7.8/10 (Category avg: 8.3/10)
- **Data Integration:** 7.9/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.1/10 (Category avg: 8.7/10)

#### Who Is the Company Behind RabbitMQ?

- **Seller:** [Broadcom](https://www.g2.com/sellers/broadcom-ab3091cd-4724-46a8-ac89-219d6bc8e166)
- **Year Founded:** 1991
- **HQ Location:** San Jose, CA
- **Twitter:** @broadcom  
63,909 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=093adce8015fea9ef126312884b465dc8e3c20e17dcb12fbb77a7bd82577e7a5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbroadcom%2F&secure%5Burl_type%5D=linkedin_company_website)  
55,094 employees on LinkedIn®
- **Ownership:** NASDAQ: CA

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 42% Medium, 35% Small

#### What Are Recent G2 Reviews of RabbitMQ?

**["The best payload transfer tool"](https://www.g2.com/survey_responses/rabbitmq-review-9496271)**

**Rating:** 5.0/5.0 stars

_— Mohit S._

[Read full review](https://www.g2.com/survey_responses/rabbitmq-review-9496271)

**["Open-Source RabbitMQ That Powers Microservices Communication"](https://www.g2.com/survey_responses/rabbitmq-review-13157954)**

**Rating:** 4.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/rabbitmq-review-13157954)

#### What Are G2 Users Discussing About RabbitMQ?

- [What is vmware RabbitMQ?](https://www.g2.com/discussions/what-is-vmware-rabbitmq)
- [What is RabbitMQ vs Kafka?](https://www.g2.com/discussions/what-is-rabbitmq-vs-kafka)
- [Is RabbitMQ a software?](https://www.g2.com/discussions/is-rabbitmq-a-software) - 1 comment
- [What is RabbitMQ used for?](https://www.g2.com/discussions/what-is-rabbitmq-used-for)

[
meshIQ
](https://www.g2.com/products/meshiq/reviews)

By [meshIQ](https://www.g2.com/sellers/meshiq)

[

4.6/5(100)

](https://www.g2.com/products/meshiq/reviews)

What do users say?

Users consistently praise the ease of use and real-time monitoring capabilities of meshIQ, which simplify the management of complex middleware environments. The intuitive interface and responsive cust

Pros and Cons

[
Ease of Use (33)
](https://www.g2.com/products/meshiq/reviews?qs=pros-and-cons)[
Difficult Learning (14)
](https://www.g2.com/products/meshiq/reviews?qs=pros-and-cons)

### [meshIQ](https://www.g2.com/products/meshiq/reviews)

meshIQ is the enterprise evolution platform purpose-built to transform how organizations manage and optimize their middleware—the digital nervous system of the enterprise. It provides unified visibility, control, and modernization of messaging, event streaming, and B2B transactional flows across all middleware vendors, all environments, and at enterprise scale. Acting as a real-time intelligence layer across your entire ecosystem, meshIQ connects, monitors, and analyzes every message, event, and business transaction with forensic-level insight, so you can run incredibly lean operations with confidence and control. By eliminating the expense, complexity, and manual nature of managing multiple middleware platforms, meshIQ helps enterprises dramatically cut OPEX, resolve incidents and disputes up to 70% faster, reduce manual reconciliation efforts, and accelerate service delivery. The platform also provides a safe, fast, and reliable path to modernize middleware and migrate to modern architectures such as Apache Kafka®, ActiveMQ®, and cloud-native environments—without disruption. And with built-in B2B Flow Intelligence, organizations can assure every business transaction to safeguard revenue, meet regulatory requirements, and protect customer trust and experiences.

**Average Rating:** 4.6/5.0

**Total Reviews:** 99

#### How Do G2 Users Rate meshIQ?

- **Application Integration:** 8.2/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 8.3/10 (Category avg: 8.3/10)
- **Data Integration:** 8.5/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.7/10)

#### Who Is the Company Behind meshIQ?

- **Seller:** [meshIQ](https://www.g2.com/sellers/meshiq)
- **Company Website:** www.meshiq.com
- **Year Founded:** 1994
- **HQ Location:** Plainview, NY
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6ae12737b76d06acefae1190bf0238ab1bc7076e40569f64e10b7e757474e81a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnastel-technologies%2F&secure%5Burl_type%5D=linkedin_company_website)  
62 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Banking, Information Technology and Services
- **Company Size:** 43% Large, 36% Medium

#### What Do G2 Reviewers Say About meshIQ?

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** of meshIQ, appreciating its intuitive design and unified view across platforms.
- Users value the **real-time monitoring** of meshIQ, facilitating quick issue detection and enhancing operational efficiency.
- Users appreciate the **intuitive user interface** of meshIQ, enabling quick insights for both technical and management teams.
- Users appreciate the **deep visibility** into middleware environments, making monitoring and troubleshooting significantly easier.
- Users appreciate the **deep visibility into middleware environments** provided by meshIQ, simplifying monitoring and troubleshooting significantly.

##### Cons

- Users find the **difficult learning** curve of meshIQ overwhelming, especially for advanced configurations and heavy datasets.
- Users find the **learning curve steep** for MeshIQ, as the powerful features can be overwhelming initially.
- Users find the **complexity of initial setup** and dense configurations challenging, hindering effective use of meshIQ.
- Users find the **difficult configuration** of meshIQ time-consuming and challenging, especially for those unfamiliar with the system.
- Users find the **learning difficulty** of meshIQ challenging, particularly during initial setup and advanced feature usage.

#### What Are Recent G2 Reviews of meshIQ?

**["Nastel xRay with powerful ML"](https://www.g2.com/survey_responses/meshiq-review-6834033)**

**Rating:** 5.0/5.0 stars

_— Aniket T._

[Read full review](https://www.g2.com/survey_responses/meshiq-review-6834033)

**["Robust Message Tracking, Needs Better Observability"](https://www.g2.com/survey_responses/meshiq-review-11712309)**

**Rating:** 4.0/5.0 stars

_— kamalakar r._

[Read full review](https://www.g2.com/survey_responses/meshiq-review-11712309)

[
Amazon MQ
](https://www.g2.com/products/amazon-mq/reviews)

By [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)

[

3.6/5(18)

](https://www.g2.com/products/amazon-mq/reviews)

What do users say?

Users consistently praise the ease of use and integration capabilities of Amazon MQ, highlighting how it simplifies messaging without the need for extensive setup. Many appreciate the robust security

Pros and Cons

[
Cloud Storage (1)
](https://www.g2.com/products/amazon-mq/reviews?qs=pros-and-cons)[
Complexity Issues (1)
](https://www.g2.com/products/amazon-mq/reviews?qs=pros-and-cons)

### [Amazon MQ](https://www.g2.com/products/amazon-mq/reviews)

Amazon MQ is a managed message broker service for Apache ActiveMQ that makes it easy to set up and operate message brokers in the cloud.

**Average Rating:** 3.6/5.0

**Total Reviews:** 15

#### How Do G2 Users Rate Amazon MQ?

- **Application Integration:** 7.8/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 7.4/10 (Category avg: 8.3/10)
- **Data Integration:** 8.0/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Amazon MQ?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Company Size:** 50% Small, 39% Medium

#### What Do G2 Reviewers Say About Amazon MQ?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **exceptional scalability** of AWS Cloud Storage, allowing seamless expansion to meet their growing data needs.
- Users appreciate the **robust security** of Amazon MQ, ensuring sensitive data is well-protected in their management processes.
- Users value the **seamless integration** capabilities of Amazon MQ, enhancing collaboration and optimizing overall data management.
- Users appreciate the **exceptional scalability** of Amazon MQ, allowing for seamless expansion as data needs grow.
- Users value the **robust security measures** of Amazon MQ, ensuring protection for their sensitive data effectively.

##### Cons

- Users find the **complexity issues** of Amazon MQ concerning, particularly around pricing, setup, and performance management.
- Users find the **complex setup** of Amazon MQ challenging, requiring significant technical expertise for initial configuration.
- Users often struggle with **connectivity issues** in Amazon MQ, leading to performance challenges and frustration with data transfer.
- Users find that **cost management can be complex** , leading to potential escalations if not carefully monitored.
- Users find the **pricing complex** , leading to potential increases in costs if storage needs aren't effectively managed.

#### What Are Recent G2 Reviews of Amazon MQ?

**["Good PAAS MQ"](https://www.g2.com/survey_responses/amazon-mq-review-9400496)**

**Rating:** 4.0/5.0 stars

_— אייל ._

[Read full review](https://www.g2.com/survey_responses/amazon-mq-review-9400496)

**["AWS Cloud Storage: Empowering Data Management with Innovation and Insight"](https://www.g2.com/survey_responses/amazon-mq-review-8120153)**

**Rating:** 4.5/5.0 stars

_— Pankaj D._

[Read full review](https://www.g2.com/survey_responses/amazon-mq-review-8120153)

[
Lobster Data Platform
](https://www.g2.com/products/lobster-data-platform/reviews)

By [Lobster Data GmbH](https://www.g2.com/sellers/lobster-data-gmbh)

[

4.6/5(106)

](https://www.g2.com/products/lobster-data-platform/reviews)

What do users say?

Users consistently praise the ease of use and excellent customer support provided by Lobster Data Platform, highlighting its intuitive interface that allows for quick integration and data mapping with

Pros and Cons

[
Ease of Use (18)
](https://www.g2.com/products/lobster-data-platform/reviews?qs=pros-and-cons)[
Complexity (11)
](https://www.g2.com/products/lobster-data-platform/reviews?qs=pros-and-cons)

### [Lobster Data Platform](https://www.g2.com/products/lobster-data-platform/reviews)

Lobster is a Supply Chain Integration Platform headquartered in Germany. We help organisations connect any partner, system, and data format in a single platform, so they can move beyond simply transporting data and actually make it operational. For more than 20 years, we have been building integration solutions for logistics, retail, and manufacturing. Our platform covers three core areas: Integration (EDI, APIs, cloud apps, legacy systems), Orchestration (automated workflows and processes), and Collaboration (self-service portals for partners and suppliers). With over 90 pre-built connectors, customers can onboard partners in any format or protocol without replacing what already works. What sets Lobster apart is ownership. Our customers stay in full control of their data flows. Their teams configure changes, onboard new partners, and adjust formats themselves, without waiting weeks for consultants or vendor tickets. Built-in AI supports configuration, error analysis, and documentation, so even complex setups remain manageable. Most customers go live within four weeks. Over 1,500 companies worldwide, including HARIBO, HP, Hermes, Tchibo, Schaeffler, DHL, and Lufthansa Cargo, rely on Lobster to keep their supply chains running reliably, securely (ISO certified), and at scale.

**Average Rating:** 4.6/5.0

**Total Reviews:** 106

#### How Do G2 Users Rate Lobster Data Platform?

- **Application Integration:** 9.8/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 8.3/10 (Category avg: 8.3/10)
- **Data Integration:** 9.4/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Lobster Data Platform?

- **Seller:** [Lobster Data GmbH](https://www.g2.com/sellers/lobster-data-gmbh)
- **Company Website:** www.lobster-world.com
- **Year Founded:** 2002
- **HQ Location:** Tutzing, Germany
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=24f51cd9f62df2e558d0a3dfc63f574ec4db81a618f78d3ae90e18105c976331&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flobster-data-gmbh%2F&secure%5Burl_type%5D=linkedin_company_website)  
324 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Logistics and Supply Chain, Transportation/Trucking/Railroad
- **Company Size:** 61% Medium, 26% Large

#### What Do G2 Reviewers Say About Lobster Data Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Lobster Data Platform, ensuring quick setups and reliable performance.
- Users praise the **excellent customer support** of Lobster Data Platform, appreciating their quick and reliable assistance on requests.
- Users appreciate the **seamless integration capabilities** of Lobster Data Platform, effectively connecting internal and external systems.
- Users value the **seamless integrations** of Lobster Data Platform, effectively connecting internal and external systems.
- Users commend the **intuitive user interface** of Lobster Data Platform, enabling quick project realization and effective support.

##### Cons

- Users find the platform to be **overly complex** , especially with numerous functions and complicated process steps.
- Users criticize the **inconsistent documentation and user interface changes** that hinder their experience and create confusion.
- Users find Lobster Data Platform's **complex usability** overwhelming due to its numerous functions and intricate process steps.
- Users find the **pricing expensive** and complicated, making it a challenging choice for on-premise customers.
- Users note the **missing features** in Lobster Data Platform, leading to difficulties with integration and documentation.

#### What Are Recent G2 Reviews of Lobster Data Platform?

**["A Middleware solutions that really works"](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950)**

**Rating:** 4.5/5.0 stars

_— Robert v._

[Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950)

**["Intuitive Platform, very easy to use, Needs Faster Bug Fixes"](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671)**

**Rating:** 4.5/5.0 stars

_— Felix B._

[Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671)

[
Ably Realtime
](https://www.g2.com/products/ably-realtime/reviews)

By [Ably Realtime](https://www.g2.com/sellers/ably-realtime)

[

4.8/5(67)

](https://www.g2.com/products/ably-realtime/reviews)

What do users say?

Users consistently praise Ably for its ease of integration and reliable performance, making it a preferred choice for real-time messaging solutions. The platform's comprehensive documentation and resp

Pros and Cons

[
Customer Support (14)
](https://www.g2.com/products/ably-realtime/reviews?qs=pros-and-cons)[
Expensive (6)
](https://www.g2.com/products/ably-realtime/reviews?qs=pros-and-cons)

### [Ably Realtime](https://www.g2.com/products/ably-realtime/reviews)

Ably helps teams deliver resilient AI UX and high-performance live experiences that stay fast and in sync worldwide. We provide the global realtime layer for AI agents, chat, notifications, live dashboards, and collaboration - engineered to handle peak demand without self-managed infrastructure. Teams like HubSpot and Intercom use Ably to avoid the cost and complexity of building and operating realtime systems, while still getting predictable performance at serious scale, handling 2T+ API operations per month. Ably’s Pub/Sub, Chat, and AI Transport products are unified by design, with developer-friendly APIs and SDKs that integrate across your stack.

**Average Rating:** 4.8/5.0

**Total Reviews:** 67

#### How Do G2 Users Rate Ably Realtime?

- **Application Integration:** 9.4/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 8.5/10 (Category avg: 8.3/10)
- **Data Integration:** 9.4/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Ably Realtime?

- **Seller:** [Ably Realtime](https://www.g2.com/sellers/ably-realtime)
- **Year Founded:** 2016
- **HQ Location:** London, GB
- **Twitter:** @ablyrealtime  
1,862 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ca2b9213a93f87ea8d7959ff5df26dda046797c18f6019467d1249e1b84409d9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fably-realtime&secure%5Burl_type%5D=linkedin_company_website)  
118 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 45% Small, 28% Medium

#### What Do G2 Reviewers Say About Ably Realtime?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **knowledgeable and highly responsive customer support** of Ably Realtime, enhancing their overall experience.
- Users find Ably Realtime to be **incredibly easy to use** , facilitating seamless integration and reliable messaging.
- Users value the **easy integrations** of Ably, which enhance development efficiency and support a variety of tools.
- Users value the **reliable uptime** of Ably, consistently appreciating its robust performance for real-time messaging since 2016.
- Users value the **fast communication** of Ably Realtime, praising its quick integration and reliable support.

##### Cons

- Users find Ably Realtime **expensive** , particularly for startups, but appreciate the overall value it provides.
- Users express concerns over **pricing issues** with Ably, finding it necessary to monitor usage closely.
- Users face **data management issues** due to lack of an enterprise dashboard and unclear usage limits impacting costs.
- Users find the **learning curve challenging** , necessitating upfront planning and careful navigation of Ably's powerful features.
- Users find the **usage limits confusing** , complicating planning and potentially requiring an upgrade of their entire plan.

#### What Are Recent G2 Reviews of Ably Realtime?

**["Real-time, Real Easy!"](https://www.g2.com/survey_responses/ably-realtime-review-11185506)**

**Rating:** 5.0/5.0 stars

_— Andy C._

[Read full review](https://www.g2.com/survey_responses/ably-realtime-review-11185506)

**["Ably has set us up for success to deliver live real-time experiences to millions of fans world wide"](https://www.g2.com/survey_responses/ably-realtime-review-10984367)**

**Rating:** 4.5/5.0 stars

_— Patrick C._

[Read full review](https://www.g2.com/survey_responses/ably-realtime-review-10984367)

#### What Are G2 Users Discussing About Ably Realtime?

- [How do you use Ably Realtime?](https://www.g2.com/discussions/how-do-you-use-ably-realtime)
- [What does ably realtime do?](https://www.g2.com/discussions/what-does-ably-realtime-do) - 1 comment
- [What is ably com?](https://www.g2.com/discussions/what-is-ably-com) - 1 comment, 1 upvote

[
Azure Queue Storage
](https://www.g2.com/products/azure-queue-storage/reviews)

By [Microsoft](https://www.g2.com/sellers/microsoft)

[

3.9/5(13)

](https://www.g2.com/products/azure-queue-storage/reviews)

What do users say?

Users consistently praise the ease of use and reliability of Azure Queue Storage, noting its effective integration with other Azure services. Many appreciate its ability to manage large volumes of mes

### [Azure Queue Storage](https://www.g2.com/products/azure-queue-storage/reviews)

Azure Queue storage provides cloud messaging between application components. Queue storage gives you asynchronous message queueing for communication between application components, whether they are running in the cloud, on the desktop, on-premises, or on mobile devices.

**Average Rating:** 3.9/5.0

**Total Reviews:** 12

#### How Do G2 Users Rate Azure Queue Storage?

- **Application Integration:** 8.6/10 (Category avg: 8.7/10)
- **Plugins and integrations:** 7.8/10 (Category avg: 8.3/10)
- **Data Integration:** 8.7/10 (Category avg: 8.8/10)
- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.7/10)

#### Who Is the Company Behind Azure Queue Storage?

- **Seller:** [Microsoft](https://www.g2.com/sellers/microsoft)
- **Year Founded:** 1975
- **HQ Location:** Redmond, Washington
- **Twitter:** @microsoft  
13,091,739 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9458f51bd6ded48ad432a804f19ad736469f007787569b63827154231c315630&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmicrosoft%2F&secure%5Burl_type%5D=linkedin_company_website)  
231,632 employees on LinkedIn®
- **Ownership:** MSFT

#### Who Uses This Product?

- **Company Size:** 38% Small, 31% Large

#### What Are Recent G2 Reviews of Azure Queue Storage?

**["expert in storage queue"](https://www.g2.com/survey_responses/azure-queue-storage-review-4886489)**

**Rating:** 4.0/5.0 stars

_— Cương V._

[Read full review](https://www.g2.com/survey_responses/azure-queue-storage-review-4886489)

**["Nice temporary storage option"](https://www.g2.com/survey_responses/azure-queue-storage-review-5022944)**

**Rating:** 5.0/5.0 stars

_— Joy M._

[Read full review](https://www.g2.com/survey_responses/azure-queue-storage-review-5022944)

#### What Are G2 Users Discussing About Azure Queue Storage?

- [What are the types of queues offered by Azure?](https://www.g2.com/discussions/what-are-the-types-of-queues-offered-by-azure)
- [Which characteristics are benefits of Azure blob storage?](https://www.g2.com/discussions/which-characteristics-are-benefits-of-azure-blob-storage)
- [What are three types of storage available in Azure storage?](https://www.g2.com/discussions/what-are-three-types-of-storage-available-in-azure-storage)
- [What are the uses of Azure queue storage?](https://www.g2.com/discussions/what-are-the-uses-of-azure-queue-storage)

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[Browse Message Queue (MQ) Themes](/categories/message-queue-mq/themes)

 ![Tian Lin](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tian Lin")
TL

Researched and written by [Tian Lin](https://research.g2.com/insights/author/tian-lin)

Updated October 3, 2024

Message queue (MQ) software is used to enable process-related communication between IT systems. The queue provides asynchronous protocols to allow senders and receivers to communicate remotely and at different times. Messages can consist of requests, replies, or alerts, depending on the sender’s need. The queue facilitates service-to-service communications by storing, processing, and deleting actions as they are completed. Some message queue tools utilize the publisher/subscriber pattern, which is typically used in large, message-oriented middleware systems.

MQ tools are typically leveraged by IT professionals, system administrators, and software developers. Companies use message queue software to coordinate distributed applications, simplify coding disparate applications, improve performance, and automate communication-related tasks. MQ solutions provide a buffer that allows users working on separate systems to submit messages into temporary storage until action is required.

To qualify for inclusion in the Message Queue (MQ) category, a product must:

- Facilitate asynchronous messaging
- Store, deliver, and delete messages 
- Document communication information
- Allow administrative control over messaging permissions

Top Tools at a Glance

| 

 | 

Async enterprise integration with API-led queuing

 | 

User Review

"Powerful DataWeave, Rich Connectors, and Strong API Governance with MuleSoft"

 |
| 

 | 

Guaranteed-delivery messaging across heterogeneous enterprise systems

 | 

User Review

"MQ: Built for Reliability, Not Hype"

 |
| 

 | 

High-throughput MQTT brokering for large-scale IoT

 | 

User Review

"Scales Effortlessly Under Heavy Load with Seamless Clustering"

 |
| 

 | 

Serverless event-driven messaging inside GCP pipelines

 | 

User Review

"A dependable way to connect services across GCP"

 |
| 

 | 

Azure-native event-driven workflow integration

 | 

User Review

"Perfect scalable platform for nocode integration implementation"

 |
| 

 | 

Fault-tolerant async messaging for distributed enterprise systems

 | 

User Review

"I have used these services to exchange data between systems."

 |
| 

 | 

Containerized MQ and hybrid integration middleware

 | 

User Review

"Great to work in IBM cloud"

 |
| 

 | 

High-throughput event streaming with replayable persistence

 | 

User Review

"Kafka Delivers Scalable, Durable Real-Time Performance"

 |
| 

 | 

Webhook ingestion queuing with replay and routing

 | 

User Review

"Great Webhook Relay Service"

 |
| 

 | 

Async microservice messaging with guaranteed delivery

 | 

User Review

"The best payload transfer tool"

 |

* * *

Show More

* * *

## How Do You Choose the Right Message Queue (MQ) Software?

### What You Should Know About Message Queue (MQ) Software

### What is Message Queue Software?

Message queue software is an asynchronous communication middleware that connects applications. Traditional monolithic software is built to communicate with itself or a few other applications. When the software sends or receives data from another software, this data is called a message. It is difficult to send and receive data to another app due to different operating systems, network protocols, and programming languages. Message queue software solves these problems by handling messages for applications from different environments. It creates a new high availability, high reliability, high throughput, and low latency environment to send and receive messages from one application to another.&nbsp;

As the name suggests, MQ software lines up different messages by “queue” and processes each message through standardized methods. This helps companies to develop high-performance cloud services and apps such as microservices that can communicate with other applications and operating systems without worrying about compatibility issues.&nbsp;

In the early years, big companies invested heavily in proprietary software and middleware that could connect their products with each other. Using the same IT stacks and standards, these companies can create connected applications. With the vast network of applications connected by middleware, users can solve various complex problems that require multiple inputs and outputs from different environments.&nbsp;

However, only big companies with big budgets can afford to develop this approach. For most companies and non-business users who use different network standards, programming languages, and data structures, connected applications seem to be unobtainable. This is why there are many business issues that seem to be easy to solve but are technically challenging to implement. For example, hospitals and insurance companies can’t share patient data automatically because their applications aren’t compatible in communicating with each other. Those who managed to set up the connectivity may still use proprietary protocols such as raw UDP, TCP, and HTTP, which are hard to scale and integrate with other applications.&nbsp;

To solve this issue, early open-source organizations build open source message brokers specific to a language environment like Java and Python. Later big companies began building their own messaging system for others, such as AWS and IBM MQ, to create enterprise messaging platforms that run on their own IT systems. Software buyers can select the best message queue web services or on-premises software to connect various assets such as big data servers to the internet of things (IoT).

**What Does MQ Stand For?**

MQ stands for Message Queue. A “message” is data that transfers from one party to another. A “queue” is how that message is transferred and processed from one party to another.

### What are the Common Features of Message Queue Software?

The following are some core features within Message Queue Software that can help users ensure high availability of message queuing services:

**Message query:** MQ allows applications to query messages by ID, topics, keys, and contents. This enables the user to organize messages based on custom rules.

**Message tracing:** MQ can trace routing information from the producer of the message to the consumer. This allows users to analyze metadata on the message producer and consumer for network performance issues.&nbsp;

**Dead-letter queue:** MQ supports dead-letter queues (DLQ) to save messages that can’t be processed for debugging to determine why the queueing process failed.&nbsp;

**Message blocklist and allowlist:** MQ supports account-based blocklist and allowlist policies to authorize or unauthorize messages from internal and external parties.&nbsp;

**Multiple message processes:** Message queue processes can be created for different models. In a peer-to-peer model, a producer sends one message to one consumer. In a pub/sub model, producers can send group messages to consumers with the same cluster ID. In RPC (request/reply) model, MQ can load balance messages back and forth between producer and consumer.&nbsp;

**Dashboard:** A user-friendly dashboard can visualize comprehensive and multidimensional metrics of message product and consumption based on clusters, topics, instances, and groups. This will spot trends for server resource allocation and security improvement.&nbsp;

**Monitoring and alerting:** Messaging activities can be monitored in real time, and alerts can be sent to notify the IT and data team to resolve issues in a timely manner.

### What are the Benefits of Message Queue Software?

**Decoupling:** Message queue tools decouple (separate) applications and message services. This simplifies CI/CD development so developers can design and update core components without worrying about the message components.&nbsp;

**Load shifting:** Messages can automatically be queued according to their size, frequency, and quantity. When there is a large number of message requests, servers can fail to process this amount of volume. It will either crash or indiscriminately reject all incoming messages. Without load shifting, message disruption will halt online business operations and negatively affect revenue.&nbsp;

**Scalability:** MQ servers can be integrated with other applications and be allocated an appropriate amount of resources based on needs. This saves users time from manually changing the message process during disruptions or software upgrades.

### Who Uses Message Queue Software?

**IT teams:** IT teams can use MQ software to customize how the data can flow from the application to the user. They can process data from other applications and microservices in an asynchronous method instead of relying on synchronous protocol methods such as REST API.

### Challenges with Message Queue Software

Software solutions can come with their own set of challenges.&nbsp;

**Poor MQ practice:** MQ policies may slow down message processing speed due to incorrect models. The system might automatically blame the issue on the message senders and blocklist them. MQ users should identify common messages and plan ahead on how to process different types of messages beforehand. It is best to test through multiple message queue processes based on the expected load to avoid bandwidth issues.&nbsp;

**Ease of use:** Message queue can bring additional challenges without the right talent. To set up the correct message queue process, an IT team has to go through different scenarios with different types of network connections and message processing rules, which would result in adding additional layers and slowing down the loading speed. Companies should ensure they invest in additional talent to maintain the MQ process and software.&nbsp;

### How to Buy Message Queue Software

#### Requirements Gathering (RFI/RFP) for Message Queue Software

As good as it sounds, message queue software may not be suitable for every use case. MQ software is typically designed to handle a permanent and ongoing messaging process that requires fast processing speed and zero-lost-message tolerance when losing a message can significantly impact the operation. Simple or temporal message processing may not need MQ software, which adds unnecessary costs and time.&nbsp;

Users should have a specific use case in mind before considering buying an MQ software. Financial firms or hospitals that transfer sensitive, timely, critical messages might need a high availability MQ server to process the messages. Different use cases require different MQ models and features. Since not all requirements have the same importance, buyers should assign them priorities and focus on the most important ones. Buyers need to differentiate must-have features from nice-to-have features from their business case.

#### Compare Message Queue Software Products

**Create a long list**

Buyers should start with a large pool of MQ software vendors. Keeping the desired must-have features in mind, buyers must perform consistent inquiries during demos by which they can effectively compare the pros and cons of each software.

**Create a short list**

It helps cross reference the results of initial vendor evaluations with G2 reviews from other buyers, which will help narrow in on a short three to five product list. From there, buyers can compare pricing and features to determine the best fit.

**Conduct demos**

As a rule of thumb, companies should make sure to demo all of the products that end up on their short list. During demos, buyers should ask specific questions related to the functionalities they care about most. For example, one might ask to be walked through a typical performance issue from alerting to remediation within the tool.&nbsp;

#### Selection of Message Queue Software

**Choose a selection team**

Regardless of a company’s size, it’s essential to involve the most relevant personas when beginning the software selection process. Larger companies may include individual team members from development teams, testing teams, data teams, and other IT professionals working with the software closely. Smaller companies with fewer employees might overlap roles.&nbsp;

**Negotiation**

Many companies offer full monitoring platforms that go beyond MQ to include network monitoring, infrastructure monitoring, and more. While some companies will not budge on the configurations of their packages, buyers looking to trim costs should try to negotiate down to the specific functions that matter to them to get the best price. For example, a vendor’s pricing page for MQ functionality might only be included with a robust all-in-one monitoring package, whereas a sales conversation may prove otherwise.&nbsp;

**Final decision**

After this stage, performing a trial run with a small selection of IT professionals or developers is important. This will help ensure that the MQ software of choice integrates well with an IT administrator’s systems setup or a developer’s day-to-day work. If the software is well-liked and well utilized, the buyer can take that as a sign that their selection is the right one. If not, a reevaluation of the options may be required.