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Best Vector Database Software - Page 2

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi

Vector databases are a type of database that store data as vectors. Vectors are mathematical representations of features of a data point. Depending on the granularity of the data, each vector has a certain number of dimensions. Vector databases help classify complex or unstructured data by representing all of its different characteristics or features as vectors.

Vector databases are different from traditional databases because they're not built to store and manage complex data but only structured data. Vector databases differ from relational databases in retrieving results. Relational databases retrieve results that are an exact match, whereas vector databases help in complex search capabilities. Vector databases index and store all the vector embeddings for similarity search. Embedding is the way of clustering similar data points together. They play a major role in forming strong recommendation systems, semantic search, fraud detection or outlier detection, and so on.

To qualify for inclusion in the Vector Databases category, a product must:

Provide semantic search capabilities.
Offer metadata filtering to improve the relevance of search results.
Provide data sharding for faster and more scalable results.
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Best Vector Database Software At A Glance

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Easiest to Use:
Top Trending:
Best Free Software:
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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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39 Listings in Vector Database Available
(48)4.6 out of 5
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  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    TiDB is an advanced open-source, distributed SQL database solution designed to help data-intensive businesses manage and scale their data operations seamlessly. Developed by PingCAP, TiDB combines the

    Users
    • DBA
    • Senior Software Engineer
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 44% Enterprise
    • 31% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • TiDB 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
    Scalability
    34
    Features
    19
    Scaling
    18
    Compatibility
    15
    Ease of Use
    15
    Cons
    Feature Limitations
    8
    Learning Curve
    7
    Missing Features
    7
    Performance Issues
    7
    Slow Performance
    7
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    PingCAP
    Company Website
    Year Founded
    2015
    HQ Location
    Sunnyvale
    Twitter
    @PingCAP
    7,106 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    472 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

TiDB is an advanced open-source, distributed SQL database solution designed to help data-intensive businesses manage and scale their data operations seamlessly. Developed by PingCAP, TiDB combines the

Users
  • DBA
  • Senior Software Engineer
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 44% Enterprise
  • 31% Small-Business
TiDB 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
Scalability
34
Features
19
Scaling
18
Compatibility
15
Ease of Use
15
Cons
Feature Limitations
8
Learning Curve
7
Missing Features
7
Performance Issues
7
Slow Performance
7
Seller Details
Seller
PingCAP
Company Website
Year Founded
2015
HQ Location
Sunnyvale
Twitter
@PingCAP
7,106 Twitter followers
LinkedIn® Page
www.linkedin.com
472 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    An end-to-end, multimodal vector search engine. Store and query unstructured data such as text, images, and code through a single easy-to-use API.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 33% Enterprise
    • 33% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Marqo
    HQ Location
    San Francisco, US
    Twitter
    @marqo_ai
    1,300 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    41 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

An end-to-end, multimodal vector search engine. Store and query unstructured data such as text, images, and code through a single easy-to-use API.

Users
No information available
Industries
No information available
Market Segment
  • 33% Enterprise
  • 33% Mid-Market
Seller Details
Seller
Marqo
HQ Location
San Francisco, US
Twitter
@marqo_ai
1,300 Twitter followers
LinkedIn® Page
www.linkedin.com
41 employees on LinkedIn®

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

    SingleStore enables organizations to scale from one to one million customers, handling SQL, JSON, full text and vector workloads — all in one unified platform.

    Users
    • Data Engineer
    • Software Developer
    Industries
    • Information Technology and Services
    • Computer Software
    Market Segment
    • 39% Enterprise
    • 37% Small-Business
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • SingleStore 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
    Flexibility
    1
    Scalability
    1
    Cons
    Beginner Unfriendliness
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2011
    HQ Location
    San Francisco, CA
    Twitter
    @SingleStoreDB
    15,545 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    575 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

SingleStore enables organizations to scale from one to one million customers, handling SQL, JSON, full text and vector workloads — all in one unified platform.

Users
  • Data Engineer
  • Software Developer
Industries
  • Information Technology and Services
  • Computer Software
Market Segment
  • 39% Enterprise
  • 37% Small-Business
SingleStore 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
Flexibility
1
Scalability
1
Cons
Beginner Unfriendliness
1
Seller Details
Year Founded
2011
HQ Location
San Francisco, CA
Twitter
@SingleStoreDB
15,545 Twitter followers
LinkedIn® Page
www.linkedin.com
575 employees on LinkedIn®
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Tembo is a multi-workload Postgres managed service that enables organizations to harness the full power of Postgres for transactional, analytical, and AI workloads. With robust SaaS and self hosted de

    Users
    No information available
    Industries
    • Computer Software
    Market Segment
    • 85% Small-Business
    • 15% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Tembo 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
    17
    Features
    12
    Integrations
    10
    Data Storage
    8
    Ease of Setup
    8
    Cons
    Limited Flexibility
    5
    AWS Dependency
    4
    Cloud Limitations
    4
    Expensive
    4
    Limited Customization
    4
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Tembo
    Year Founded
    2022
    HQ Location
    Cincinnati, US
    Twitter
    @tembo_io
    1 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    31 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Tembo is a multi-workload Postgres managed service that enables organizations to harness the full power of Postgres for transactional, analytical, and AI workloads. With robust SaaS and self hosted de

Users
No information available
Industries
  • Computer Software
Market Segment
  • 85% Small-Business
  • 15% Mid-Market
Tembo 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
17
Features
12
Integrations
10
Data Storage
8
Ease of Setup
8
Cons
Limited Flexibility
5
AWS Dependency
4
Cloud Limitations
4
Expensive
4
Limited Customization
4
Seller Details
Seller
Tembo
Year Founded
2022
HQ Location
Cincinnati, US
Twitter
@tembo_io
1 Twitter followers
LinkedIn® Page
www.linkedin.com
31 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Nomic is the world's first information cartography company. We are a collective of hackers, historians, linguists, librarians, and at least one acrobat. Together we create fine rhizomatic instruments.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Nomic
    HQ Location
    New York, US
    LinkedIn® Page
    www.linkedin.com
    17 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Nomic is the world's first information cartography company. We are a collective of hackers, historians, linguists, librarians, and at least one acrobat. Together we create fine rhizomatic instruments.

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Seller
Nomic
HQ Location
New York, US
LinkedIn® Page
www.linkedin.com
17 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Meilisearch empowers developers and business teams to create the most intuitive search experience that increases search-based conversions

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 60% Small-Business
    • 40% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Meilisearch 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
    Ease of Use
    3
    Easy Integrations
    2
    Features
    2
    Helpful
    2
    Cons
    Limited Features
    2
    Search Functionality
    2
    Cost Increase
    1
    Cost Issues
    1
    Expensive
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2018
    HQ Location
    Paris, FR
    Twitter
    @meilisearch
    5,064 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    30 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Meilisearch empowers developers and business teams to create the most intuitive search experience that increases search-based conversions

Users
No information available
Industries
No information available
Market Segment
  • 60% Small-Business
  • 40% Mid-Market
Meilisearch 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
Ease of Use
3
Easy Integrations
2
Features
2
Helpful
2
Cons
Limited Features
2
Search Functionality
2
Cost Increase
1
Cost Issues
1
Expensive
1
Seller Details
Year Founded
2018
HQ Location
Paris, FR
Twitter
@meilisearch
5,064 Twitter followers
LinkedIn® Page
www.linkedin.com
30 employees on LinkedIn®
Entry Level Price:Free
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    MyScale is a powerful SQL vector database that offers minimal learning curve, maximum value, and a cost-effective solution for organizations seeking optimal performance and efficiency in their data ma

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    MyScale
    Year Founded
    2022
    HQ Location
    N/A
    LinkedIn® Page
    www.linkedin.com
    2 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

MyScale is a powerful SQL vector database that offers minimal learning curve, maximum value, and a cost-effective solution for organizations seeking optimal performance and efficiency in their data ma

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Seller
MyScale
Year Founded
2022
HQ Location
N/A
LinkedIn® Page
www.linkedin.com
2 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Vector database built from the ground up for serverless. The only vector database with built-in native CloudFormation / CDK support

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 50% Enterprise
    • 50% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    SvectorDB
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Vector database built from the ground up for serverless. The only vector database with built-in native CloudFormation / CDK support

Users
No information available
Industries
No information available
Market Segment
  • 50% Enterprise
  • 50% Mid-Market
Seller Details
Seller
SvectorDB
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Typesense is a modern, privacy-friendly, open source search engine (with a hosted SaaS option) meticulously engineered for performance & ease-of-use. It uses cutting-edge search algorithms that

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 80% Small-Business
    • 40% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Typesense 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
    Speed
    6
    Search Speed
    4
    Easy Integrations
    2
    Customization
    1
    Easy Setup
    1
    Cons
    Search Functionality Issues
    2
    Integration Issues
    1
    Language Support
    1
    Limited Analytics
    1
    Poor Documentation
    1
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Typesense
    Year Founded
    2016
    HQ Location
    Houston, US
    Twitter
    @TypeSense
    15,149 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    12 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Typesense is a modern, privacy-friendly, open source search engine (with a hosted SaaS option) meticulously engineered for performance & ease-of-use. It uses cutting-edge search algorithms that

Users
No information available
Industries
No information available
Market Segment
  • 80% Small-Business
  • 40% Mid-Market
Typesense 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
Speed
6
Search Speed
4
Easy Integrations
2
Customization
1
Easy Setup
1
Cons
Search Functionality Issues
2
Integration Issues
1
Language Support
1
Limited Analytics
1
Poor Documentation
1
Seller Details
Seller
Typesense
Year Founded
2016
HQ Location
Houston, US
Twitter
@TypeSense
15,149 Twitter followers
LinkedIn® Page
www.linkedin.com
12 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Vald is designed and implemented based on the Cloud-Native architecture. It uses the fastest ANN Algorithm NGT to search neighbors. Vald has automatic vector indexing and index backup, and horizontal

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    Vald
    LinkedIn® Page
    www.linkedin.com
    1 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Vald is designed and implemented based on the Cloud-Native architecture. It uses the fastest ANN Algorithm NGT to search neighbors. Vald has automatic vector indexing and index backup, and horizontal

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Seller
Vald
LinkedIn® Page
www.linkedin.com
1 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    ApertureDB is a vector + graph database purpose-built to streamline the development and scaling of multimodal AI and analytics applications. Designed for modern AI and analytics workflows, it combines

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Small-Business
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Year Founded
    2018
    HQ Location
    Mountain View, US
    LinkedIn® Page
    www.linkedin.com
    12 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

ApertureDB is a vector + graph database purpose-built to streamline the development and scaling of multimodal AI and analytics applications. Designed for modern AI and analytics workflows, it combines

Users
No information available
Industries
No information available
Market Segment
  • 100% Small-Business
Seller Details
Year Founded
2018
HQ Location
Mountain View, US
LinkedIn® Page
www.linkedin.com
12 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Overview Cockroach Labs is the creator of CockroachDB, the cloud-native, resilient, distributed SQL database enterprises worldwide trust to run mission-critical AI and other applications that scale

    Users
    No information available
    Industries
    • Computer Software
    • Information Technology and Services
    Market Segment
    • 55% Small-Business
    • 34% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • CockroachDB 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
    Database Management
    4
    Ease of Use
    4
    Performance
    4
    Scalability
    4
    Big Data Handling
    3
    Cons
    Learning Curve
    4
    Complexity
    2
    Difficult Learning
    2
    Feature Limitations
    2
    Limitations
    2
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2015
    HQ Location
    New York, NY
    Twitter
    @CockroachDB
    13,558 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    684 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Overview Cockroach Labs is the creator of CockroachDB, the cloud-native, resilient, distributed SQL database enterprises worldwide trust to run mission-critical AI and other applications that scale

Users
No information available
Industries
  • Computer Software
  • Information Technology and Services
Market Segment
  • 55% Small-Business
  • 34% Mid-Market
CockroachDB 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
Database Management
4
Ease of Use
4
Performance
4
Scalability
4
Big Data Handling
3
Cons
Learning Curve
4
Complexity
2
Difficult Learning
2
Feature Limitations
2
Limitations
2
Seller Details
Company Website
Year Founded
2015
HQ Location
New York, NY
Twitter
@CockroachDB
13,558 Twitter followers
LinkedIn® Page
www.linkedin.com
684 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Experience a comprehensive database designed to provide embedding functionality that, until now, required multiple platforms. Elevate your machine learning quickly and painlessly through Embeddinghub.

    Users
    No information available
    Industries
    No information available
    Market Segment
    • 100% Enterprise
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    HQ Location
    San Francisco, US
    LinkedIn® Page
    www.linkedin.com
    12 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Experience a comprehensive database designed to provide embedding functionality that, until now, required multiple platforms. Elevate your machine learning quickly and painlessly through Embeddinghub.

Users
No information available
Industries
No information available
Market Segment
  • 100% Enterprise
Seller Details
HQ Location
San Francisco, US
LinkedIn® Page
www.linkedin.com
12 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Rockset is the search and analytics database built for the cloud. With real-time indexing and full-featured SQL on JSON, time series, geospatial and vector data, Rockset is the cloud-native alternati

    Users
    No information available
    Industries
    • Information Technology and Services
    Market Segment
    • 43% Small-Business
    • 40% Mid-Market
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Seller
    OpenAI
    Year Founded
    2015
    HQ Location
    San Francisco, CA
    Twitter
    @OpenAI
    4,552,099 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    1,933 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Rockset is the search and analytics database built for the cloud. With real-time indexing and full-featured SQL on JSON, time series, geospatial and vector data, Rockset is the cloud-native alternati

Users
No information available
Industries
  • Information Technology and Services
Market Segment
  • 43% Small-Business
  • 40% Mid-Market
Seller Details
Seller
OpenAI
Year Founded
2015
HQ Location
San Francisco, CA
Twitter
@OpenAI
4,552,099 Twitter followers
LinkedIn® Page
www.linkedin.com
1,933 employees on LinkedIn®
  • Overview
    Expand/Collapse Overview
  • Product Description
    How are these determined?Information
    This description is provided by the seller.

    Tiger Data, from the creators of TimescaleDB, is the #1 Postgres time-series database for developers, devices and agents. Keep sensor, on-chain, and customer data fresh while retaining years of histor

    Users
    No information available
    Industries
    • Computer Software
    • Financial Services
    Market Segment
    • 79% Small-Business
    • 18% Mid-Market
  • Pros and Cons
    Expand/Collapse Pros and Cons
  • Tiger Data 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
    8
    Analytics
    4
    Easy Setup
    4
    Performance
    4
    Setup Ease
    4
    Cons
    Expensive
    4
    Expensive Licensing
    3
    Missing Features
    3
    Poor UI
    3
    Slow Performance
    3
  • Seller Details
    Expand/Collapse Seller Details
  • Seller Details
    Company Website
    Year Founded
    2015
    HQ Location
    New York, New York
    Twitter
    @TigerDatabase
    728 Twitter followers
    LinkedIn® Page
    www.linkedin.com
    49 employees on LinkedIn®
Product Description
How are these determined?Information
This description is provided by the seller.

Tiger Data, from the creators of TimescaleDB, is the #1 Postgres time-series database for developers, devices and agents. Keep sensor, on-chain, and customer data fresh while retaining years of histor

Users
No information available
Industries
  • Computer Software
  • Financial Services
Market Segment
  • 79% Small-Business
  • 18% Mid-Market
Tiger Data 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
8
Analytics
4
Easy Setup
4
Performance
4
Setup Ease
4
Cons
Expensive
4
Expensive Licensing
3
Missing Features
3
Poor UI
3
Slow Performance
3
Seller Details
Company Website
Year Founded
2015
HQ Location
New York, New York
Twitter
@TigerDatabase
728 Twitter followers
LinkedIn® Page
www.linkedin.com
49 employees on LinkedIn®