Best Stream Analytics Software

Matthew Miller
MM
Researched and written by Matthew Miller

Stream analytics software monitors and analyzes integration data in real time. These tools allow users to analyze data in transfer between applications or through APIs. This allows users to analyze both historical events and what’s happening at that exact time. Companies use stream analytics to better understand what data users are retrieving and to monitor endpoints. Users can analyze data being transferred amongst devices like internet of things (IoT) endpoints, such as smart cars, machinery, or home appliances. Many tools contain data visualization components to present and map connected devices. Other common features include competitive analysis and big data analytics. There is some crossover between stream analyics and big data analytics tools, but big data analytics tools aren’t necessarily used specifically to provide real-time information.

To qualify for inclusion in the Stream Analytics category, a product must:

  • Monitor events pertaining to information exchange in real time
  • Alert users of device or network failures using triggers
  • Provide actionable analytical insights

Best Stream Analytics Software At A Glance

Highest Performer:
Easiest to Use:
Best Free Software:
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Best Free Software:

G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our scoring methodologies.

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82 Listings in Stream Analytics Available
(467)4.5 out of 5
Optimized for quick response
1st Easiest To Use in Stream Analytics software
View top Consulting Services for HubSpot Operations Hub
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Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Operations Hub supercharges your HubSpot CRM with a complete toolkit to connect, clean, and automate customer data. It offers native integrations with other applications to create a more efficient, al

    Users
    • CEO
    • Owner
    Industries
    • Information Technology and Services
    • Marketing and Advertising
    Market Segment
    • 74% Small-Business
    • 24% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • HubSpot Operations Hub Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    58
    Automation
    45
    Data Management
    39
    Integrations
    38
    Customization
    27
    Cons
    Limitations
    25
    Missing Features
    21
    Learning Curve
    17
    Complexity
    15
    Lacking Features
    14
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • HubSpot Operations Hub features and usability ratings that predict user satisfaction
    9.2
    Has the product been a good partner in doing business?
    Average: 9.0
    8.9
    Ease of Admin
    Average: 8.4
    8.8
    Quality of Support
    Average: 8.8
    8.9
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    HubSpot
    Company Website
    Year Founded
    2006
    HQ Location
    Cambridge, MA
    Twitter
    @HubSpot
    797,885 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    10,439 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Operations Hub supercharges your HubSpot CRM with a complete toolkit to connect, clean, and automate customer data. It offers native integrations with other applications to create a more efficient, al

Users
  • CEO
  • Owner
Industries
  • Information Technology and Services
  • Marketing and Advertising
Market Segment
  • 74% Small-Business
  • 24% Mid-Market
HubSpot Operations Hub Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
58
Automation
45
Data Management
39
Integrations
38
Customization
27
Cons
Limitations
25
Missing Features
21
Learning Curve
17
Complexity
15
Lacking Features
14
HubSpot Operations Hub features and usability ratings that predict user satisfaction
9.2
Has the product been a good partner in doing business?
Average: 9.0
8.9
Ease of Admin
Average: 8.4
8.8
Quality of Support
Average: 8.8
8.9
Ease of Use
Average: 8.6
Seller Details
Seller
HubSpot
Company Website
Year Founded
2006
HQ Location
Cambridge, MA
Twitter
@HubSpot
797,885 Twitter followers
LinkedIn® Page
www.linkedin.com
10,439 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Users
    No information available
    Industries
    • Information Technology and Services
    Market Segment
    • 42% Mid-Market
    • 35% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Amazon Kinesis Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Real-time Processing
    6
    Integrations
    5
    Real-time Streaming
    5
    Real-time Data
    4
    Scalability
    4
    Cons
    Complexity
    4
    Expensive
    4
    Learning Curve
    3
    Pricing Issues
    2
    Resource Management
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Amazon Kinesis features and usability ratings that predict user satisfaction
    9.3
    Has the product been a good partner in doing business?
    Average: 9.0
    8.6
    Ease of Admin
    Average: 8.4
    9.1
    Quality of Support
    Average: 8.8
    8.7
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,228,524 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    143,150 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Users
No information available
Industries
  • Information Technology and Services
Market Segment
  • 42% Mid-Market
  • 35% Small-Business
Amazon Kinesis Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Real-time Processing
6
Integrations
5
Real-time Streaming
5
Real-time Data
4
Scalability
4
Cons
Complexity
4
Expensive
4
Learning Curve
3
Pricing Issues
2
Resource Management
2
Amazon Kinesis features and usability ratings that predict user satisfaction
9.3
Has the product been a good partner in doing business?
Average: 9.0
8.6
Ease of Admin
Average: 8.4
9.1
Quality of Support
Average: 8.8
8.7
Ease of Use
Average: 8.6
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,228,524 Twitter followers
LinkedIn® Page
www.linkedin.com
143,150 employees on LinkedIn®
Ownership
NASDAQ: AMZN

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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Amazon Kinesis Data Streams is a massively scalable, durable, and low-cost streaming data service. Kinesis Data Streams can continuously capture gigabytes of data per second from hundreds of thousands

    Users
    • Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 36% Enterprise
    • 36% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Amazon Kinesis Data Streams Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Easy Integrations
    2
    Real-time Streaming
    2
    Streaming
    2
    Affordability
    1
    Analytics
    1
    Cons
    Complexity
    2
    Poor Documentation
    2
    Complex Setup
    1
    Data Management
    1
    Data Management Issues
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Amazon Kinesis Data Streams features and usability ratings that predict user satisfaction
    8.6
    Has the product been a good partner in doing business?
    Average: 9.0
    8.4
    Ease of Admin
    Average: 8.4
    8.7
    Quality of Support
    Average: 8.8
    8.3
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,228,524 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    143,150 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Product Description
How are these determined?Information
This description is provided by the seller.

Amazon Kinesis Data Streams is a massively scalable, durable, and low-cost streaming data service. Kinesis Data Streams can continuously capture gigabytes of data per second from hundreds of thousands

Users
  • Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 36% Enterprise
  • 36% Mid-Market
Amazon Kinesis Data Streams Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Easy Integrations
2
Real-time Streaming
2
Streaming
2
Affordability
1
Analytics
1
Cons
Complexity
2
Poor Documentation
2
Complex Setup
1
Data Management
1
Data Management Issues
1
Amazon Kinesis Data Streams features and usability ratings that predict user satisfaction
8.6
Has the product been a good partner in doing business?
Average: 9.0
8.4
Ease of Admin
Average: 8.4
8.7
Quality of Support
Average: 8.8
8.3
Ease of Use
Average: 8.6
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,228,524 Twitter followers
LinkedIn® Page
www.linkedin.com
143,150 employees on LinkedIn®
Ownership
NASDAQ: AMZN
(111)4.4 out of 5
3rd Easiest To Use in Stream Analytics software
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Cloud-native service for data in motion built by the original creators of Apache Kafka® Today’s consumers have the world at their fingertips and hold an unforgiving expectation for end-to-end real-ti

    Users
    • Software Engineer
    • Senior Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 36% Enterprise
    • 34% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Confluent Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Features
    6
    Integrations
    6
    Performance
    6
    Scalability
    6
    Customer Support
    5
    Cons
    Limitations
    3
    Complexity
    2
    Difficult Learning
    2
    Expensive
    2
    Integration Issues
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Confluent features and usability ratings that predict user satisfaction
    8.5
    Has the product been a good partner in doing business?
    Average: 9.0
    8.1
    Ease of Admin
    Average: 8.4
    8.3
    Quality of Support
    Average: 8.8
    8.4
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Confluent
    Year Founded
    2014
    HQ Location
    Mountain View, California
    Twitter
    @ConfluentInc
    43,166 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    3,482 employees on LinkedIn®
    Ownership
    NASDAQ: CFLT
Product Description
How are these determined?Information
This description is provided by the seller.

Cloud-native service for data in motion built by the original creators of Apache Kafka® Today’s consumers have the world at their fingertips and hold an unforgiving expectation for end-to-end real-ti

Users
  • Software Engineer
  • Senior Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 36% Enterprise
  • 34% Small-Business
Confluent Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Features
6
Integrations
6
Performance
6
Scalability
6
Customer Support
5
Cons
Limitations
3
Complexity
2
Difficult Learning
2
Expensive
2
Integration Issues
2
Confluent features and usability ratings that predict user satisfaction
8.5
Has the product been a good partner in doing business?
Average: 9.0
8.1
Ease of Admin
Average: 8.4
8.3
Quality of Support
Average: 8.8
8.4
Ease of Use
Average: 8.6
Seller Details
Seller
Confluent
Year Founded
2014
HQ Location
Mountain View, California
Twitter
@ConfluentInc
43,166 Twitter followers
LinkedIn® Page
www.linkedin.com
3,482 employees on LinkedIn®
Ownership
NASDAQ: CFLT
(21)4.0 out of 5
View top Consulting Services for Amazon Managed Streaming for Apache Kafka (Amazon MSK)
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Amazon Managed Streaming for Apache Kafka (Amazon MSK) is an AWS streaming data service that manages Apache Kafka infrastructure and operations, making it easy for developers and DevOps managers to ru

    Users
    No information available
    Industries
    • Computer Software
    Market Segment
    • 48% Small-Business
    • 38% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Amazon Managed Streaming for Apache Kafka (Amazon MSK) Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Deployment Ease
    3
    Scalability
    3
    Security
    3
    Comprehensive Solutions
    2
    Customer Support
    2
    Cons
    Expensive
    2
    Learning Curve
    2
    Pricing Issues
    2
    Complexity
    1
    Integration Issues
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Amazon Managed Streaming for Apache Kafka (Amazon MSK) features and usability ratings that predict user satisfaction
    8.1
    Has the product been a good partner in doing business?
    Average: 9.0
    8.8
    Ease of Admin
    Average: 8.4
    8.9
    Quality of Support
    Average: 8.8
    8.3
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,228,524 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    143,150 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Product Description
How are these determined?Information
This description is provided by the seller.

Amazon Managed Streaming for Apache Kafka (Amazon MSK) is an AWS streaming data service that manages Apache Kafka infrastructure and operations, making it easy for developers and DevOps managers to ru

Users
No information available
Industries
  • Computer Software
Market Segment
  • 48% Small-Business
  • 38% Mid-Market
Amazon Managed Streaming for Apache Kafka (Amazon MSK) Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Deployment Ease
3
Scalability
3
Security
3
Comprehensive Solutions
2
Customer Support
2
Cons
Expensive
2
Learning Curve
2
Pricing Issues
2
Complexity
1
Integration Issues
1
Amazon Managed Streaming for Apache Kafka (Amazon MSK) features and usability ratings that predict user satisfaction
8.1
Has the product been a good partner in doing business?
Average: 9.0
8.8
Ease of Admin
Average: 8.4
8.9
Quality of Support
Average: 8.8
8.3
Ease of Use
Average: 8.6
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,228,524 Twitter followers
LinkedIn® Page
www.linkedin.com
143,150 employees on LinkedIn®
Ownership
NASDAQ: AMZN
(99)4.2 out of 5
2nd Easiest To Use in Stream Analytics software
View top Consulting Services for Amazon OpenSearch Service
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Amazon OpenSearch Service securely unlocks real-time search, monitoring, and analysis of business and operational data for use cases like application monitoring, log analytics, observability, and webs

    Users
    • Technical Lead
    • Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 37% Mid-Market
    • 32% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Amazon OpenSearch Service Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Customer Support
    3
    Dashboards
    2
    Dashboard Usability
    2
    Easy Integrations
    2
    Features
    2
    Cons
    Limitations
    2
    Cloud Incompatibility
    1
    Inadequate Filtering
    1
    Keyword Management
    1
    Limited Automation
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Amazon OpenSearch Service features and usability ratings that predict user satisfaction
    8.4
    Has the product been a good partner in doing business?
    Average: 9.0
    8.2
    Ease of Admin
    Average: 8.4
    8.0
    Quality of Support
    Average: 8.8
    8.5
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2006
    HQ Location
    Seattle, WA
    Twitter
    @awscloud
    2,228,524 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    143,150 employees on LinkedIn®
    Ownership
    NASDAQ: AMZN
Product Description
How are these determined?Information
This description is provided by the seller.

Amazon OpenSearch Service securely unlocks real-time search, monitoring, and analysis of business and operational data for use cases like application monitoring, log analytics, observability, and webs

Users
  • Technical Lead
  • Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 37% Mid-Market
  • 32% Enterprise
Amazon OpenSearch Service Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Customer Support
3
Dashboards
2
Dashboard Usability
2
Easy Integrations
2
Features
2
Cons
Limitations
2
Cloud Incompatibility
1
Inadequate Filtering
1
Keyword Management
1
Limited Automation
1
Amazon OpenSearch Service features and usability ratings that predict user satisfaction
8.4
Has the product been a good partner in doing business?
Average: 9.0
8.2
Ease of Admin
Average: 8.4
8.0
Quality of Support
Average: 8.8
8.5
Ease of Use
Average: 8.6
Seller Details
Year Founded
2006
HQ Location
Seattle, WA
Twitter
@awscloud
2,228,524 Twitter followers
LinkedIn® Page
www.linkedin.com
143,150 employees on LinkedIn®
Ownership
NASDAQ: AMZN
(102)4.8 out of 5
Optimized for quick response
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Evam is a leading technology company that provides comprehensive solutions and products for real-time, cross-channel customer experiences. Our cutting-edge continuous intelligence technology leverages

    Users
    No information available
    Industries
    • Banking
    • Telecommunications
    Market Segment
    • 42% Enterprise
    • 33% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Evam Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Helpful
    39
    Ease of Use
    33
    Automation
    31
    Customer Support
    28
    Flexibility
    28
    Cons
    Learning Curve
    16
    Complex Usability
    10
    Complex Features
    9
    Difficult Learning
    9
    Steep Learning Curve
    9
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Evam features and usability ratings that predict user satisfaction
    9.7
    Has the product been a good partner in doing business?
    Average: 9.0
    9.4
    Ease of Admin
    Average: 8.4
    9.4
    Quality of Support
    Average: 8.8
    9.3
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    EVAM
    Company Website
    Year Founded
    2015
    HQ Location
    London
    LinkedIn® Page
    www.linkedin.com
    121 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Evam is a leading technology company that provides comprehensive solutions and products for real-time, cross-channel customer experiences. Our cutting-edge continuous intelligence technology leverages

Users
No information available
Industries
  • Banking
  • Telecommunications
Market Segment
  • 42% Enterprise
  • 33% Mid-Market
Evam Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Helpful
39
Ease of Use
33
Automation
31
Customer Support
28
Flexibility
28
Cons
Learning Curve
16
Complex Usability
10
Complex Features
9
Difficult Learning
9
Steep Learning Curve
9
Evam features and usability ratings that predict user satisfaction
9.7
Has the product been a good partner in doing business?
Average: 9.0
9.4
Ease of Admin
Average: 8.4
9.4
Quality of Support
Average: 8.8
9.3
Ease of Use
Average: 8.6
Seller Details
Seller
EVAM
Company Website
Year Founded
2015
HQ Location
London
LinkedIn® Page
www.linkedin.com
121 employees on LinkedIn®
(343)4.3 out of 5
Optimized for quick response
5th Easiest To Use in Stream Analytics software
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    The Tealium Customer Data Hub (CDH) is a sophisticated customer data management solution designed to facilitate real-time connections among customer engagement data across an organization. By integrat

    Users
    • Web Analyst
    Industries
    • Retail
    • Financial Services
    Market Segment
    • 57% Enterprise
    • 29% Mid-Market
    User Sentiment
    How are these determined?Information
    These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
    • Tealium Customer Data Hub is a solution for enterprises that need to manage their customer data, offering real-time orchestration, cross-platform compatibility, and a privacy-first approach.
    • Reviewers appreciate the platform's ability to unify customer data from multiple sources in real time, its powerful identity resolution capabilities, and its seamless integration with other tools.
    • Reviewers mentioned that the initial setup and implementation can be complex and time-consuming, especially for teams without deep technical expertise, and the user interface isn't always intuitive.
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Tealium Customer Data Hub Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Data Management
    10
    Ease of Use
    9
    Integrations
    9
    Audience Activation
    8
    Features
    8
    Cons
    Difficult Setup
    3
    Learning Curve
    3
    Setup Difficulty
    3
    Complex Implementation
    2
    Complexity
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Tealium Customer Data Hub features and usability ratings that predict user satisfaction
    9.0
    Has the product been a good partner in doing business?
    Average: 9.0
    7.9
    Ease of Admin
    Average: 8.4
    9.0
    Quality of Support
    Average: 8.8
    7.7
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Tealium
    Company Website
    Year Founded
    2011
    HQ Location
    San Diego, CA
    Twitter
    @tealium
    4,788 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    583 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

The Tealium Customer Data Hub (CDH) is a sophisticated customer data management solution designed to facilitate real-time connections among customer engagement data across an organization. By integrat

Users
  • Web Analyst
Industries
  • Retail
  • Financial Services
Market Segment
  • 57% Enterprise
  • 29% Mid-Market
User Sentiment
How are these determined?Information
These insights, currently in beta, are compiled from user reviews and grouped to display a high-level overview of the software.
  • Tealium Customer Data Hub is a solution for enterprises that need to manage their customer data, offering real-time orchestration, cross-platform compatibility, and a privacy-first approach.
  • Reviewers appreciate the platform's ability to unify customer data from multiple sources in real time, its powerful identity resolution capabilities, and its seamless integration with other tools.
  • Reviewers mentioned that the initial setup and implementation can be complex and time-consuming, especially for teams without deep technical expertise, and the user interface isn't always intuitive.
Tealium Customer Data Hub Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Data Management
10
Ease of Use
9
Integrations
9
Audience Activation
8
Features
8
Cons
Difficult Setup
3
Learning Curve
3
Setup Difficulty
3
Complex Implementation
2
Complexity
2
Tealium Customer Data Hub features and usability ratings that predict user satisfaction
9.0
Has the product been a good partner in doing business?
Average: 9.0
7.9
Ease of Admin
Average: 8.4
9.0
Quality of Support
Average: 8.8
7.7
Ease of Use
Average: 8.6
Seller Details
Seller
Tealium
Company Website
Year Founded
2011
HQ Location
San Diego, CA
Twitter
@tealium
4,788 Twitter followers
LinkedIn® Page
www.linkedin.com
583 employees on LinkedIn®
(105)4.0 out of 5
Optimized for quick response
Save to My Lists
Entry Level Price:Contact Us
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    IBM StreamSets is a robust streaming data integration tool for hybrid, multi-cloud environments that enables real-time decision making. It allows ingestion and in-flight transformation of structured,

    Users
    • Data Engineer
    • Software Engineer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 45% Enterprise
    • 33% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • IBM StreamSets Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    39
    Data Management
    28
    Data Pipelining
    23
    Integrations
    22
    Easy Integrations
    18
    Cons
    Learning Curve
    10
    Limitations
    9
    Poor Documentation
    9
    Slow Performance
    9
    Feature Limitations
    8
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • IBM StreamSets features and usability ratings that predict user satisfaction
    8.1
    Has the product been a good partner in doing business?
    Average: 9.0
    7.9
    Ease of Admin
    Average: 8.4
    8.0
    Quality of Support
    Average: 8.8
    8.4
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    IBM
    Company Website
    Year Founded
    1911
    HQ Location
    Armonk, NY
    Twitter
    @IBM
    708,859 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    331,391 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

IBM StreamSets is a robust streaming data integration tool for hybrid, multi-cloud environments that enables real-time decision making. It allows ingestion and in-flight transformation of structured,

Users
  • Data Engineer
  • Software Engineer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 45% Enterprise
  • 33% Mid-Market
IBM StreamSets Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
39
Data Management
28
Data Pipelining
23
Integrations
22
Easy Integrations
18
Cons
Learning Curve
10
Limitations
9
Poor Documentation
9
Slow Performance
9
Feature Limitations
8
IBM StreamSets features and usability ratings that predict user satisfaction
8.1
Has the product been a good partner in doing business?
Average: 9.0
7.9
Ease of Admin
Average: 8.4
8.0
Quality of Support
Average: 8.8
8.4
Ease of Use
Average: 8.6
Seller Details
Seller
IBM
Company Website
Year Founded
1911
HQ Location
Armonk, NY
Twitter
@IBM
708,859 Twitter followers
LinkedIn® Page
www.linkedin.com
331,391 employees on LinkedIn®
(356)4.2 out of 5
Optimized for quick response
7th Easiest To Use in Stream Analytics software
Save to My Lists
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Spotfire is a visual data science platform designed to help organizations address complex, industry-specific challenges through the effective use of data. This solution offers a range of flexible pack

    Users
    • Student
    • Manager
    Industries
    • Oil & Energy
    • Information Technology and Services
    Market Segment
    • 53% Enterprise
    • 25% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Spotfire Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    41
    Data Visualization
    35
    Insights
    23
    Visualization
    23
    Features
    19
    Cons
    Learning Curve
    26
    Expensive
    19
    Learning Difficulty
    17
    Complexity
    13
    Limitations
    12
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Spotfire features and usability ratings that predict user satisfaction
    8.4
    Has the product been a good partner in doing business?
    Average: 9.0
    7.7
    Ease of Admin
    Average: 8.4
    7.8
    Quality of Support
    Average: 8.8
    8.1
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    HQ Location
    Fort Lauderdale, FL
    Twitter
    @cloudsoftware
    109 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    10,886 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Spotfire is a visual data science platform designed to help organizations address complex, industry-specific challenges through the effective use of data. This solution offers a range of flexible pack

Users
  • Student
  • Manager
Industries
  • Oil & Energy
  • Information Technology and Services
Market Segment
  • 53% Enterprise
  • 25% Mid-Market
Spotfire Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
41
Data Visualization
35
Insights
23
Visualization
23
Features
19
Cons
Learning Curve
26
Expensive
19
Learning Difficulty
17
Complexity
13
Limitations
12
Spotfire features and usability ratings that predict user satisfaction
8.4
Has the product been a good partner in doing business?
Average: 9.0
7.7
Ease of Admin
Average: 8.4
7.8
Quality of Support
Average: 8.8
8.1
Ease of Use
Average: 8.6
Seller Details
Company Website
HQ Location
Fort Lauderdale, FL
Twitter
@cloudsoftware
109 Twitter followers
LinkedIn® Page
www.linkedin.com
10,886 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Azure IoT Central brings the Internet of your things to life by connecting your devices, analyzing previously- untapped data, and integrate business systems and transforming your company when you unco

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 46% Small-Business
    • 29% Enterprise
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Azure IoT Central features and usability ratings that predict user satisfaction
    8.3
    Has the product been a good partner in doing business?
    Average: 9.0
    8.3
    Ease of Admin
    Average: 8.4
    9.1
    Quality of Support
    Average: 8.8
    9.4
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Microsoft
    Year Founded
    1975
    HQ Location
    Redmond, Washington
    Twitter
    @microsoft
    14,004,961 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    237,523 employees on LinkedIn®
    Ownership
    MSFT
Product Description
How are these determined?Information
This description is provided by the seller.

Azure IoT Central brings the Internet of your things to life by connecting your devices, analyzing previously- untapped data, and integrate business systems and transforming your company when you unco

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 46% Small-Business
  • 29% Enterprise
Azure IoT Central features and usability ratings that predict user satisfaction
8.3
Has the product been a good partner in doing business?
Average: 9.0
8.3
Ease of Admin
Average: 8.4
9.1
Quality of Support
Average: 8.8
9.4
Ease of Use
Average: 8.6
Seller Details
Seller
Microsoft
Year Founded
1975
HQ Location
Redmond, Washington
Twitter
@microsoft
14,004,961 Twitter followers
LinkedIn® Page
www.linkedin.com
237,523 employees on LinkedIn®
Ownership
MSFT
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Apache Kafka is an open-source stream processing platform developed by the Apache Software Foundation written in Scala and Java.

    Users
    • Software Engineer
    • Senior Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 48% Enterprise
    • 33% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Apache Kafka Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    4
    Easy Integrations
    3
    Integrations
    3
    Real-time Streaming
    3
    Reliability
    3
    Cons
    Dependency Issues
    2
    Learning Curve
    2
    Learning Difficulty
    2
    Resource Intensive Learning
    2
    Steep Learning Curve
    2
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Apache Kafka features and usability ratings that predict user satisfaction
    8.3
    Has the product been a good partner in doing business?
    Average: 9.0
    7.7
    Ease of Admin
    Average: 8.4
    7.8
    Quality of Support
    Average: 8.8
    8.6
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    1999
    HQ Location
    Wakefield, MA
    Twitter
    @TheASF
    65,826 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    2,298 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Apache Kafka is an open-source stream processing platform developed by the Apache Software Foundation written in Scala and Java.

Users
  • Software Engineer
  • Senior Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 48% Enterprise
  • 33% Mid-Market
Apache Kafka Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
4
Easy Integrations
3
Integrations
3
Real-time Streaming
3
Reliability
3
Cons
Dependency Issues
2
Learning Curve
2
Learning Difficulty
2
Resource Intensive Learning
2
Steep Learning Curve
2
Apache Kafka features and usability ratings that predict user satisfaction
8.3
Has the product been a good partner in doing business?
Average: 9.0
7.7
Ease of Admin
Average: 8.4
7.8
Quality of Support
Average: 8.8
8.6
Ease of Use
Average: 8.6
Seller Details
Year Founded
1999
HQ Location
Wakefield, MA
Twitter
@TheASF
65,826 Twitter followers
LinkedIn® Page
www.linkedin.com
2,298 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Azure Event Hubs is a scalable data streaming platform and event ingestion service, capable of receiving and processing millions of events per second. Event Hubs processes and stores events, data, or

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 69% Small-Business
    • 31% Enterprise
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Azure Event Hubs features and usability ratings that predict user satisfaction
    9.2
    Has the product been a good partner in doing business?
    Average: 9.0
    8.8
    Ease of Admin
    Average: 8.4
    9.0
    Quality of Support
    Average: 8.8
    8.3
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Microsoft
    Year Founded
    1975
    HQ Location
    Redmond, Washington
    Twitter
    @microsoft
    14,004,961 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    237,523 employees on LinkedIn®
    Ownership
    MSFT
Product Description
How are these determined?Information
This description is provided by the seller.

Azure Event Hubs is a scalable data streaming platform and event ingestion service, capable of receiving and processing millions of events per second. Event Hubs processes and stores events, data, or

Users
No information available
Industries
No information available
Market Segment
  • 69% Small-Business
  • 31% Enterprise
Azure Event Hubs features and usability ratings that predict user satisfaction
9.2
Has the product been a good partner in doing business?
Average: 9.0
8.8
Ease of Admin
Average: 8.4
9.0
Quality of Support
Average: 8.8
8.3
Ease of Use
Average: 8.6
Seller Details
Seller
Microsoft
Year Founded
1975
HQ Location
Redmond, Washington
Twitter
@microsoft
14,004,961 Twitter followers
LinkedIn® Page
www.linkedin.com
237,523 employees on LinkedIn®
Ownership
MSFT
(91)4.4 out of 5
6th Easiest To Use in Stream Analytics software
View top Consulting Services for Elastic Stack
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    See the Value in Your Data. Flexible analytics and visualization platform. Real-time summary and charting of streaming data. Intuitive interface for a variety of users. Instant sharing and embedding o

    Users
    • Software Engineer
    • Senior Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 44% Mid-Market
    • 36% Enterprise
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Elastic Stack Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Ease of Use
    3
    Easy Integrations
    3
    Integrations
    3
    AI Features
    2
    Analytics
    2
    Cons
    Feature Limitations
    2
    Missing Features
    2
    Bugs
    1
    Complex Configuration
    1
    Complex Setup
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Elastic Stack features and usability ratings that predict user satisfaction
    8.4
    Has the product been a good partner in doing business?
    Average: 9.0
    7.5
    Ease of Admin
    Average: 8.4
    8.0
    Quality of Support
    Average: 8.8
    7.8
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Elastic
    Year Founded
    2012
    HQ Location
    Mountain View, CA
    Twitter
    @elastic
    63,801 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    4,436 employees on LinkedIn®
    Ownership
    NYSE: ESTC
Product Description
How are these determined?Information
This description is provided by the seller.

See the Value in Your Data. Flexible analytics and visualization platform. Real-time summary and charting of streaming data. Intuitive interface for a variety of users. Instant sharing and embedding o

Users
  • Software Engineer
  • Senior Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 44% Mid-Market
  • 36% Enterprise
Elastic Stack Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Ease of Use
3
Easy Integrations
3
Integrations
3
AI Features
2
Analytics
2
Cons
Feature Limitations
2
Missing Features
2
Bugs
1
Complex Configuration
1
Complex Setup
1
Elastic Stack features and usability ratings that predict user satisfaction
8.4
Has the product been a good partner in doing business?
Average: 9.0
7.5
Ease of Admin
Average: 8.4
8.0
Quality of Support
Average: 8.8
7.8
Ease of Use
Average: 8.6
Seller Details
Seller
Elastic
Year Founded
2012
HQ Location
Mountain View, CA
Twitter
@elastic
63,801 Twitter followers
LinkedIn® Page
www.linkedin.com
4,436 employees on LinkedIn®
Ownership
NYSE: ESTC
(54)4.6 out of 5
View top Consulting Services for Google Cloud Pub/Sub
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

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

    Users
    No information available
    Industries
    • Computer Software
    Market Segment
    • 24% Small-Business
    • 22% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Google Cloud Pub/Sub Pros and Cons
    How are these determined?Information
    Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
    Pros
    Connectivity
    1
    Customer Support
    1
    Fast Communication
    1
    Integrations
    1
    Reliability
    1
    Cons
    Messaging Issues
    2
    Slow Processing
    2
    Expensive
    1
    Limited Search Functionality
    1
    Resource Management
    1
  • User Satisfaction
    Expand/Collapse User Satisfaction
  • Google Cloud Pub/Sub features and usability ratings that predict user satisfaction
    8.9
    Has the product been a good partner in doing business?
    Average: 9.0
    8.8
    Ease of Admin
    Average: 8.4
    8.5
    Quality of Support
    Average: 8.8
    8.6
    Ease of Use
    Average: 8.6
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Google
    Year Founded
    1998
    HQ Location
    Mountain View, CA
    Twitter
    @google
    32,705,077 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    310,061 employees on LinkedIn®
    Ownership
    NASDAQ:GOOG
Product Description
How are these determined?Information
This description is provided by the seller.

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

Users
No information available
Industries
  • Computer Software
Market Segment
  • 24% Small-Business
  • 22% Mid-Market
Google Cloud Pub/Sub Pros and Cons
How are these determined?Information
Pros and Cons are compiled from review feedback and grouped into themes to provide an easy-to-understand summary of user reviews.
Pros
Connectivity
1
Customer Support
1
Fast Communication
1
Integrations
1
Reliability
1
Cons
Messaging Issues
2
Slow Processing
2
Expensive
1
Limited Search Functionality
1
Resource Management
1
Google Cloud Pub/Sub features and usability ratings that predict user satisfaction
8.9
Has the product been a good partner in doing business?
Average: 9.0
8.8
Ease of Admin
Average: 8.4
8.5
Quality of Support
Average: 8.8
8.6
Ease of Use
Average: 8.6
Seller Details
Seller
Google
Year Founded
1998
HQ Location
Mountain View, CA
Twitter
@google
32,705,077 Twitter followers
LinkedIn® Page
www.linkedin.com
310,061 employees on LinkedIn®
Ownership
NASDAQ:GOOG