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Home > Reports > Service & Software > Global AI-Based Data Observability Software Market Insights, Forecast to 2031

Global AI-Based Data Observability Software Market Insights, Forecast to 2031

Industry: Service & Software

Published: 2025-05-02

Pages: 151 Pages

Report ld: 4721561

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Description
Table of Contents
Table of Figures
Related Reports
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Description
Table of Contents
Table of Figures
Related Reports
PDF Download

Description

The global AI-Based Data Observability Software market is projected to grow from US$ 1045 million in 2025 to US$ 1986 million by 2031, at a Compound Annual Growth Rate (CAGR) of 11.3% during the forecast period.

AI-Based Data Observability Software leverages artificial intelligence and machine learning to enhance the monitoring and management of data systems by providing real-time insights into data health, quality, and performance. Unlike traditional observability tools, this software uses advanced algorithms to detect anomalies, predict potential issues, and automate root cause analysis, allowing for more proactive and intelligent data management. It continuously analyzes large volumes of data across various environments, identifying patterns, correlations, and emerging trends that might otherwise go unnoticed. By integrating AI, this software improves the efficiency of data pipeline monitoring, reduces manual intervention, and ensures that data remains accurate, consistent, and ready for decision-making at scale, even in complex, dynamic systems.

AI-Based Data Observability Software Market Size(US$)

M= millions and B=billions

The US & Canada market for AI-Based Data Observability Software is estimated to increase from $ million in 2025 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.

The China market for AI-Based Data Observability Software is estimated to increase from $ million in 2025 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.

The Europe market for AI-Based Data Observability Software is estimated to increase from $ million in 2025 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.

The global key manufacturers of AI-Based Data Observability Software include Telmai, Sifflet, Acceldata, Monte Carlo, Arize AI, Logz.io, WhyLabs, iceDQ, Decube, ScienceLogic, etc. In 2024, the global top five players had a share approximately % in terms of revenue.

In terms of production side, this report researches the AI-Based Data Observability Software production, growth rate, market share by manufacturers and by region (region level and country level), from 2020 to 2025, and forecast to 2031.

In terms of consumption side, this report focuses on the sales of AI-Based Data Observability Software by region (region level and country level), by company, by Type and by Application. from 2020 to 2025 and forecast to 2031.

This report presents an overview of global market for AI-Based Data Observability Software, capacity, output, revenue and price. Analyses of the global market trends, with historic market revenue/sales data for 2020 - 2025, estimates for 2025, and projections of CAGR through 2031.

This report researches the key producers of AI-Based Data Observability Software, also provides the consumption of main regions and countries. of the upcoming market potential for AI-Based Data Observability Software, and key regions/countries of focus to forecast this market into various segments and sub-segments. Country specific data and market value analysis for the U.S., Canada, Mexico, Brazil, China, Japan, South Korea, Southeast Asia, India, Germany, the U.K., Italy, Middle East, Africa, and Other Countries.

This report focuses on the AI-Based Data Observability Software sales, revenue, market share and industry ranking of main manufacturers, data from 2020 to 2025. Identification of the major stakeholders in the global AI-Based Data Observability Software market, and analysis of their competitive landscape and market positioning based on recent developments and segmental revenues. This report will help stakeholders to understand the competitive landscape and gain more insights and position their businesses and market strategies in a better way.
This report analyzes the segments data by Type and by Application, sales, revenue, and price, from 2020 to 2031. Evaluation and forecast the market size for AI-Based Data Observability Software sales, projected growth trends, production technology, application and end-user industry.

Descriptive company profiles of the major global players, including Telmai, Sifflet, Acceldata, Monte Carlo, Arize AI, Logz.io, WhyLabs, iceDQ, Decube, ScienceLogic, etc.

Market Segmentation

Report Metric
Details
Report Title
Global AI-Based Data Observability Software Market Insights, Forecast to 2031
Forecasted Market Size in 2031
US$ 1986 million
CAGR(2025-2031)
11.3%
Market Size Available for Years
2025-2031
Global AI-Based Data Observability Software Companies Covered
Telmai
Sifflet
Acceldata
Monte Carlo
Arize AI
Logz.io
WhyLabs
iceDQ
Decube
ScienceLogic
New Relic
Informatica
IBM
Soda.io
Lightup
Cisco
Datadog
Dynatrace
Splunk
Greptime
Global AI-Based Data Observability Software Market, by Region
North America (U.S., Canada, Mexico)
Europe (Germany, France, UK, Italy, etc.)
Asia Pacific (China, Japan, South Korea, Southeast Asia, India, etc.)
South America (Brazil, etc.)
Middle East and Africa (Turkey, GCC Countries, Africa, etc.)
Global AI-Based Data Observability Software Market, Segment by Type
Cloud Based
On-premises
Global AI-Based Data Observability Software Market, Segment by Application
Large Enterprises
SMEs
Forecast Units
Million USD
Report Coverage
Revenue and volume forecast, company share, competitive landscape, growth factors and trends

Chapter Outline
Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type and by Application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
Chapter 2: AI-Based Data Observability Software production/output of global and key producers (regions/countries). It provides a quantitative analysis of the production, and development potential of each producer in the next six years.
Chapter 3: Sales (consumption), revenue of AI-Based Data Observability Software in global, regional level and country level. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space of each country in the world.
Chapter 4: Detailed analysis of AI-Based Data Observability Software manufacturers competitive landscape, price, sales, revenue, market share and industry ranking, latest development plan, merger, and acquisition information, etc.
Chapter 5: Provides the analysis of various market segments by Type, covering the sales, revenue, average price, and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 6: Provides the analysis of various market segments by Application, covering the sales, revenue, average price, and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 7: North America (US & Canada) by Type, by Application and by country, sales, and revenue for each segment.
Chapter 8: Europe by Type, by Application and by country, sales, and revenue for each segment.
Chapter 9: China by Type, and by Application, sales, and revenue for each segment.
Chapter 10: Asia (excluding China) by Type, by Application and by region, sales, and revenue for each segment.
Chapter 11: Middle East, Africa, Latin America by Type, by Application and by country, sales, and revenue for each segment.
Chapter 12: Provides profiles of key manufacturers, introducing the basic situation of the main companies in the market in detail, including product descriptions and specifications, AI-Based Data Observability Software sales, revenue, price, gross margin, and recent development, etc.
Chapter 13: Analysis of industrial chain, sales channel, key raw materials, distributors and customers.
Chapter 14: Introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by manufacturers in the industry, and the analysis of relevant policies in the industry.
Chapter 15: The main points and conclusions of the report.

Table of Contents

1 Report Overview
    1.1 Study Scope
    1.2 Market Analysis by Type
        1.2.1 Global AI-Based Data Observability Software Market Size Growth Rate by Type: 2020 VS 2024 VS 2031
        1.2.2 Cloud Based
        1.2.3 On-premises
    1.3 Market by Application
        1.3.1 Global AI-Based Data Observability Software Market Share by Application: 2020 VS 2024 VS 2031
        1.3.2 Large Enterprises
        1.3.3 SMEs
    1.4 Assumptions and Limitations
    1.5 Study Objectives
    1.6 Years Considered

2 Global Growth Trends
    2.1 Global AI-Based Data Observability Software Market Perspective (2020-2031)
    2.2 Global AI-Based Data Observability Software Growth Trends by Region
        2.2.1 Global AI-Based Data Observability Software Market Size by Region: 2020 VS 2024 VS 2031
        2.2.2 AI-Based Data Observability Software Market Size by Region (2020-2031)
    2.3 AI-Based Data Observability Software Market Dynamics
        2.3.1 AI-Based Data Observability Software Industry Trends
        2.3.2 AI-Based Data Observability Software Market Drivers
        2.3.3 AI-Based Data Observability Software Market Challenges
        2.3.4 AI-Based Data Observability Software Market Restraints

3 Competition Landscape by Key Players
    3.1 Global Revenue AI-Based Data Observability Software by Players
        3.1.1 Global AI-Based Data Observability Software Revenue by Players (2020-2025)
        3.1.2 Global AI-Based Data Observability Software Revenue Market Share by Players (2020-2025)
    3.2 Global AI-Based Data Observability Software Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
    3.3 Global Key Players of AI-Based Data Observability Software, Ranking by Revenue, 2023 VS 2024 VS 2025
    3.4 Global Market Concentration Ratio
        3.4.1 Global AI-Based Data Observability Software Market Concentration Ratio (CR5 and HHI)
        3.4.2 Global Top 10 and Top 5 Companies by AI-Based Data Observability Software Revenue in 2024
    3.5 Global Key Players of AI-Based Data Observability Software Head office and Area Served
    3.6 Global Key Players of AI-Based Data Observability Software, Product and Application
    3.7 Global Key Players of AI-Based Data Observability Software, Date of Enter into This Industry
    3.8 Mergers & Acquisitions, Expansion Plans

4 Breakdown Data by Type
    4.1 Global AI-Based Data Observability Software Historic Market Size by Type (2020-2025)
    4.2 Global AI-Based Data Observability Software Forecasted Market Size by Type (2026-2031)

5 Breakdown Data by Application
    5.1 Global AI-Based Data Observability Software Historic Market Size by Application (2020-2025)
    5.2 Global AI-Based Data Observability Software Forecasted Market Size by Application (2026-2031)

6 North America
    6.1 North America AI-Based Data Observability Software Market Size (2020-2031)
    6.2 North America Market Size by Type
        6.2.1 North America AI-Based Data Observability Software Market Size by Type (2020-2031)
        6.2.2 North America AI-Based Data Observability Software Market Share by Type (2020-2031)
    6.3 North America Market Size by Application
        6.3.1 North America AI-Based Data Observability Software Market Size by Application (2020-2031)
        6.3.2 North America AI-Based Data Observability Software Market Share by Application (2020-2031)
    6.4 North America Market Size by Country
        6.4.1 North America AI-Based Data Observability Software Market Size by Country: 2020 VS 2024 VS 2031
        6.4.2 North America AI-Based Data Observability Software Market Size by Country (2020-2031)
        6.4.3 United States
        6.4.4 Canada

7 Europe
    7.1 Europe AI-Based Data Observability Software Market Size (2020-2031)
    7.2 Europe Market Size by Type
        7.2.1 Europe AI-Based Data Observability Software Market Size by Type (2020-2031)
        7.2.2 Europe AI-Based Data Observability Software Market Share by Type (2020-2031)
    7.3 Europe Market Size by Application
        7.3.1 Europe AI-Based Data Observability Software Market Size by Application (2020-2031)
        7.3.2 Europe AI-Based Data Observability Software Market Share by Application (2020-2031)
    7.4 Europe Market Size by Country
        7.4.1 Europe AI-Based Data Observability Software Market Size by Country: 2020 VS 2024 VS 2031
        7.4.2 Europe AI-Based Data Observability Software Market Size by Country (2020-2025)
        7.4.3 Germany
        7.4.4 France
        7.4.5 U.K.
        7.4.6 Italy
        7.4.7 Russia
        7.4.8 Nordic Countries

8 China
    8.1 China AI-Based Data Observability Software Market Size (2020-2031)
    8.2 China Market Size by Type
        8.2.1 China AI-Based Data Observability Software Market Size by Type (2020-2031)
        8.2.2 China AI-Based Data Observability Software Market Share by Type (2020-2031)
    8.3 China Market Size by Application
        8.3.1 China AI-Based Data Observability Software Market Size by Application (2020-2031)
        8.3.2 China AI-Based Data Observability Software Market Share by Application (2020-2031)

9 Asia (excluding China)
    9.1 Asia AI-Based Data Observability Software Market Size (2020-2031)
    9.2 Asia Market Size by Type
        9.2.1 Asia AI-Based Data Observability Software Market Size by Type (2020-2031)
        9.2.2 Asia AI-Based Data Observability Software Market Share by Type (2020-2031)
    9.3 Asia Market Size by Application
        9.3.1 Asia AI-Based Data Observability Software Market Size by Application (2020-2031)
        9.3.2 Asia AI-Based Data Observability Software Market Share by Application (2020-2031)
    9.4 Asia Market Size by Region
        9.4.1 Asia AI-Based Data Observability Software Market Size by Region: 2020 VS 2024 VS 2031
        9.4.2 Asia AI-Based Data Observability Software Market Size by Region (2020-2031)
        9.4.3 Japan
        9.4.4 South Korea
        9.4.5 China Taiwan
        9.4.6 Southeast Asia
        9.4.7 India
        9.4.8 Australia

10 Middle East, Africa, and Latin America
    10.1 Middle East, Africa, and Latin America AI-Based Data Observability Software Market Size (2020-2031)
    10.2 Middle East, Africa, and Latin America Market Size by Type
        10.2.1 Middle East, Africa, and Latin America AI-Based Data Observability Software Market Size by Type (2020-2031)
        10.2.2 Middle East, Africa, and Latin America AI-Based Data Observability Software Market Share by Type (2020-2031)
    10.3 Middle East, Africa, and Latin America Market Size by Application
        10.3.1 Middle East, Africa, and Latin America AI-Based Data Observability Software Market Size by Application (2020-2031)
        10.3.2 Middle East, Africa, and Latin America Market Share by Application (2020-2031)
    10.4 Middle East, Africa, and Latin America Market Size by Country
        10.4.1 Middle East, Africa, and Latin America AI-Based Data Observability Software Market Size by Country: 2020 VS 2024 VS 2031
        10.4.2 Middle East, Africa, and Latin America AI-Based Data Observability Software Market Size by Country (2020-2031)
        10.4.3 Brazil
        10.4.4 Mexico
        10.4.5 Turkey
        10.4.6 Saudi Arabia
        10.4.7 Israel
        10.4.8 GCC Countries

11 Key Players Profiles
    11.1 Telmai
        11.1.1 Telmai Company Details
        11.1.2 Telmai Business Overview
        11.1.3 Telmai AI-Based Data Observability Software Introduction
        11.1.4 Telmai Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.1.5 Telmai Recent Development
    11.2 Sifflet
        11.2.1 Sifflet Company Details
        11.2.2 Sifflet Business Overview
        11.2.3 Sifflet AI-Based Data Observability Software Introduction
        11.2.4 Sifflet Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.2.5 Sifflet Recent Development
    11.3 Acceldata
        11.3.1 Acceldata Company Details
        11.3.2 Acceldata Business Overview
        11.3.3 Acceldata AI-Based Data Observability Software Introduction
        11.3.4 Acceldata Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.3.5 Acceldata Recent Development
    11.4 Monte Carlo
        11.4.1 Monte Carlo Company Details
        11.4.2 Monte Carlo Business Overview
        11.4.3 Monte Carlo AI-Based Data Observability Software Introduction
        11.4.4 Monte Carlo Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.4.5 Monte Carlo Recent Development
    11.5 Arize AI
        11.5.1 Arize AI Company Details
        11.5.2 Arize AI Business Overview
        11.5.3 Arize AI AI-Based Data Observability Software Introduction
        11.5.4 Arize AI Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.5.5 Arize AI Recent Development
    11.6 Logz.io
        11.6.1 Logz.io Company Details
        11.6.2 Logz.io Business Overview
        11.6.3 Logz.io AI-Based Data Observability Software Introduction
        11.6.4 Logz.io Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.6.5 Logz.io Recent Development
    11.7 WhyLabs
        11.7.1 WhyLabs Company Details
        11.7.2 WhyLabs Business Overview
        11.7.3 WhyLabs AI-Based Data Observability Software Introduction
        11.7.4 WhyLabs Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.7.5 WhyLabs Recent Development
    11.8 iceDQ
        11.8.1 iceDQ Company Details
        11.8.2 iceDQ Business Overview
        11.8.3 iceDQ AI-Based Data Observability Software Introduction
        11.8.4 iceDQ Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.8.5 iceDQ Recent Development
    11.9 Decube
        11.9.1 Decube Company Details
        11.9.2 Decube Business Overview
        11.9.3 Decube AI-Based Data Observability Software Introduction
        11.9.4 Decube Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.9.5 Decube Recent Development
    11.10 ScienceLogic
        11.10.1 ScienceLogic Company Details
        11.10.2 ScienceLogic Business Overview
        11.10.3 ScienceLogic AI-Based Data Observability Software Introduction
        11.10.4 ScienceLogic Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.10.5 ScienceLogic Recent Development
    11.11 New Relic
        11.11.1 New Relic Company Details
        11.11.2 New Relic Business Overview
        11.11.3 New Relic AI-Based Data Observability Software Introduction
        11.11.4 New Relic Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.11.5 New Relic Recent Development
    11.12 Informatica
        11.12.1 Informatica Company Details
        11.12.2 Informatica Business Overview
        11.12.3 Informatica AI-Based Data Observability Software Introduction
        11.12.4 Informatica Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.12.5 Informatica Recent Development
    11.13 IBM
        11.13.1 IBM Company Details
        11.13.2 IBM Business Overview
        11.13.3 IBM AI-Based Data Observability Software Introduction
        11.13.4 IBM Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.13.5 IBM Recent Development
    11.14 Soda.io
        11.14.1 Soda.io Company Details
        11.14.2 Soda.io Business Overview
        11.14.3 Soda.io AI-Based Data Observability Software Introduction
        11.14.4 Soda.io Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.14.5 Soda.io Recent Development
    11.15 Lightup
        11.15.1 Lightup Company Details
        11.15.2 Lightup Business Overview
        11.15.3 Lightup AI-Based Data Observability Software Introduction
        11.15.4 Lightup Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.15.5 Lightup Recent Development
    11.16 Cisco
        11.16.1 Cisco Company Details
        11.16.2 Cisco Business Overview
        11.16.3 Cisco AI-Based Data Observability Software Introduction
        11.16.4 Cisco Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.16.5 Cisco Recent Development
    11.17 Datadog
        11.17.1 Datadog Company Details
        11.17.2 Datadog Business Overview
        11.17.3 Datadog AI-Based Data Observability Software Introduction
        11.17.4 Datadog Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.17.5 Datadog Recent Development
    11.18 Dynatrace
        11.18.1 Dynatrace Company Details
        11.18.2 Dynatrace Business Overview
        11.18.3 Dynatrace AI-Based Data Observability Software Introduction
        11.18.4 Dynatrace Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.18.5 Dynatrace Recent Development
    11.19 Splunk
        11.19.1 Splunk Company Details
        11.19.2 Splunk Business Overview
        11.19.3 Splunk AI-Based Data Observability Software Introduction
        11.19.4 Splunk Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.19.5 Splunk Recent Development
    11.20 Greptime
        11.20.1 Greptime Company Details
        11.20.2 Greptime Business Overview
        11.20.3 Greptime AI-Based Data Observability Software Introduction
        11.20.4 Greptime Revenue in AI-Based Data Observability Software Business (2020-2025)
        11.20.5 Greptime Recent Development

12 Analyst's Viewpoints/Conclusions

13 Appendix
    13.1 Research Methodology
        13.1.1 Methodology/Research Approach
            13.1.1.1 Research Programs/Design
            13.1.1.2 Market Size Estimation
            13.1.1.3 Market Breakdown and Data Triangulation
        13.1.2 Data Source
            13.1.2.1 Secondary Sources
            13.1.2.2 Primary Sources
    13.2 Author Details
    13.3 Disclaimer

Table of Figures

List of Tables
 Table 1. Global AI-Based Data Observability Software Market Size Growth Rate by Type (US$ Million): 2020 VS 2024 VS 2031
 Table 2. Key Players of Cloud Based
 Table 3. Key Players of On-premises
 Table 4. Global AI-Based Data Observability Software Market Size Growth by Application (US$ Million): 2020 VS 2024 VS 2031
 Table 5. Global AI-Based Data Observability Software Market Size Growth Rate (CAGR) by Region (US$ Million): 2020 VS 2024 VS 2031
 Table 6. Global Market Size by Region (2020-2031) & (US$ Million)
 Table 7. Global AI-Based Data Observability Software Market Share by Region (2020-2031)
 Table 8. Market Trends
 Table 9. Market Drivers
 Table 10. Market Challenges
 Table 11. Market Restraints
 Table 12. Global AI-Based Data Observability Software Revenue by Players (2020-2025) & (US$ Million)
 Table 13. Global AI-Based Data Observability Software Market Share by Players (2020-2025)
 Table 14. Global Top AI-Based Data Observability Software Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in AI-Based Data Observability Software as of 2024)
 Table 15. Global AI-Based Data Observability Software Industry Ranking 2023 VS 2024
 Table 16. Global 5 Largest Players Market Share by AI-Based Data Observability Software Revenue (CR5 and HHI) & (2020-2025)
 Table 17. Global Key Players of AI-Based Data Observability Software, Headquarters and Area Served
 Table 18. Global Key Players of AI-Based Data Observability Software, Product and Application
 Table 19. Global Key Players of AI-Based Data Observability Software, Date of Enter into This Industry
 Table 20. Mergers & Acquisitions, Expansion Plans
 Table 21. Global Market Size by Type (2020-2025) & (US$ Million)
 Table 22. Global AI-Based Data Observability Software Revenue Market Share by Type (2020-2025)
 Table 23. Global Forecasted Market Size by Type (2026-2031) & (US$ Million)
 Table 24. Global AI-Based Data Observability Software Revenue Market Share by Type (2026-2031)
 Table 25. Global Market Size by Application (2020-2025) & (US$ Million)
 Table 26. Global AI-Based Data Observability Software Revenue Market Share by Application (2020-2025)
 Table 27. Global Forecasted Market Size by Application (2026-2031) & (US$ Million)
 Table 28. Global AI-Based Data Observability Software Revenue Market Share by Application (2026-2031)
 Table 29. North America Market Size by Type (2020-2031) & (US$ Million)
 Table 30. North America Market Size by Application (2020-2031) & (US$ Million)
 Table 31. North America AI-Based Data Observability Software Growth Rate (CAGR) by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 32. North America Market Size by Country (2020-2031) & (US$ Million)
 Table 33. Europe Market Size by Type (2020-2031) & (US$ Million)
 Table 34. Europe Market Size by Application (2020-2031) & (US$ Million)
 Table 35. Europe AI-Based Data Observability Software Growth Rate (CAGR) by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 36. Europe Market Size by Country (2020-2025) & (US$ Million)
 Table 37. China Market Size by Type (2020-2031) & (US$ Million)
 Table 38. China Market Size by Application (2020-2031) & (US$ Million)
 Table 39. Asia Market Size by Type (2020-2031) & (US$ Million)
 Table 40. Asia Market Size by Application (2020-2025) & (US$ Million)
 Table 41. Asia AI-Based Data Observability Software Growth Rate (CAGR) by Region (US$ Million): 2020 VS 2024 VS 2031
 Table 42. Asia Market Size by Region (2020-2031) & (US$ Million)
 Table 43. Middle East, Africa, and Latin America Market Size by Type (2020-2031) & (US$ Million)
 Table 44. Middle East, Africa, and Latin America Market Size by Application (2020-2031) & (US$ Million)
 Table 45. Middle East, Africa, and Latin America AI-Based Data Observability Software Growth Rate (CAGR) by Country (US$ Million): 2020 VS 2024 VS 2031
 Table 46. Middle East, Africa, and Latin America Market Size by Country (2020-2031) & (US$ Million)
 Table 47. Telmai Company Details
 Table 48. Telmai Business Overview
 Table 49. Telmai AI-Based Data Observability Software Product
 Table 50. Telmai Revenue (2020-2025) & (US$ Million)
 Table 51. Telmai Recent Development
 Table 52. Sifflet Company Details
 Table 53. Sifflet Business Overview
 Table 54. Sifflet AI-Based Data Observability Software Product
 Table 55. Sifflet Revenue (2020-2025) & (US$ Million)
 Table 56. Sifflet Recent Development
 Table 57. Acceldata Company Details
 Table 58. Acceldata Business Overview
 Table 59. Acceldata AI-Based Data Observability Software Product
 Table 60. Acceldata Revenue (2020-2025) & (US$ Million)
 Table 61. Acceldata Recent Development
 Table 62. Monte Carlo Company Details
 Table 63. Monte Carlo Business Overview
 Table 64. Monte Carlo AI-Based Data Observability Software Product
 Table 65. Monte Carlo Revenue (2020-2025) & (US$ Million)
 Table 66. Monte Carlo Recent Development
 Table 67. Arize AI Company Details
 Table 68. Arize AI Business Overview
 Table 69. Arize AI AI-Based Data Observability Software Product
 Table 70. Arize AI Revenue (2020-2025) & (US$ Million)
 Table 71. Arize AI Recent Development
 Table 72. Logz.io Company Details
 Table 73. Logz.io Business Overview
 Table 74. Logz.io AI-Based Data Observability Software Product
 Table 75. Logz.io Revenue (2020-2025) & (US$ Million)
 Table 76. Logz.io Recent Development
 Table 77. WhyLabs Company Details
 Table 78. WhyLabs Business Overview
 Table 79. WhyLabs AI-Based Data Observability Software Product
 Table 80. WhyLabs Revenue (2020-2025) & (US$ Million)
 Table 81. WhyLabs Recent Development
 Table 82. iceDQ Company Details
 Table 83. iceDQ Business Overview
 Table 84. iceDQ AI-Based Data Observability Software Product
 Table 85. iceDQ Revenue (2020-2025) & (US$ Million)
 Table 86. iceDQ Recent Development
 Table 87. Decube Company Details
 Table 88. Decube Business Overview
 Table 89. Decube AI-Based Data Observability Software Product
 Table 90. Decube Revenue (2020-2025) & (US$ Million)
 Table 91. Decube Recent Development
 Table 92. ScienceLogic Company Details
 Table 93. ScienceLogic Business Overview
 Table 94. ScienceLogic AI-Based Data Observability Software Product
 Table 95. ScienceLogic Revenue (2020-2025) & (US$ Million)
 Table 96. ScienceLogic Recent Development
 Table 97. New Relic Company Details
 Table 98. New Relic Business Overview
 Table 99. New Relic AI-Based Data Observability Software Product
 Table 100. New Relic Revenue (2020-2025) & (US$ Million)
 Table 101. New Relic Recent Development
 Table 102. Informatica Company Details
 Table 103. Informatica Business Overview
 Table 104. Informatica AI-Based Data Observability Software Product
 Table 105. Informatica Revenue (2020-2025) & (US$ Million)
 Table 106. Informatica Recent Development
 Table 107. IBM Company Details
 Table 108. IBM Business Overview
 Table 109. IBM AI-Based Data Observability Software Product
 Table 110. IBM Revenue (2020-2025) & (US$ Million)
 Table 111. IBM Recent Development
 Table 112. Soda.io Company Details
 Table 113. Soda.io Business Overview
 Table 114. Soda.io AI-Based Data Observability Software Product
 Table 115. Soda.io Revenue (2020-2025) & (US$ Million)
 Table 116. Soda.io Recent Development
 Table 117. Lightup Company Details
 Table 118. Lightup Business Overview
 Table 119. Lightup AI-Based Data Observability Software Product
 Table 120. Lightup Revenue (2020-2025) & (US$ Million)
 Table 121. Lightup Recent Development
 Table 122. Cisco Company Details
 Table 123. Cisco Business Overview
 Table 124. Cisco AI-Based Data Observability Software Product
 Table 125. Cisco Revenue (2020-2025) & (US$ Million)
 Table 126. Cisco Recent Development
 Table 127. Datadog Company Details
 Table 128. Datadog Business Overview
 Table 129. Datadog AI-Based Data Observability Software Product
 Table 130. Datadog Revenue (2020-2025) & (US$ Million)
 Table 131. Datadog Recent Development
 Table 132. Dynatrace Company Details
 Table 133. Dynatrace Business Overview
 Table 134. Dynatrace AI-Based Data Observability Software Product
 Table 135. Dynatrace Revenue (2020-2025) & (US$ Million)
 Table 136. Dynatrace Recent Development
 Table 137. Splunk Company Details
 Table 138. Splunk Business Overview
 Table 139. Splunk AI-Based Data Observability Software Product
 Table 140. Splunk Revenue (2020-2025) & (US$ Million)
 Table 141. Splunk Recent Development
 Table 142. Greptime Company Details
 Table 143. Greptime Business Overview
 Table 144. Greptime AI-Based Data Observability Software Product
 Table 145. Greptime Revenue (2020-2025) & (US$ Million)
 Table 146. Greptime Recent Development
 Table 147. Research Programs/Design for This Report
 Table 148. Key Data Information from Secondary Sources
 Table 149. Key Data Information from Primary Sources


List of Figures
 Figure 1. Global AI-Based Data Observability Software Market Size Growth Rate by Type, 2020 VS 2024 VS 2031 (US$ Million)
 Figure 2. Global AI-Based Data Observability Software Market Share by Type: 2024 VS 2031
 Figure 3. Cloud Based Features
 Figure 4. On-premises Features
 Figure 5. Global AI-Based Data Observability Software Market Size Growth Rate by Application, 2020 VS 2024 VS 2031 (US$ Million)
 Figure 6. Global AI-Based Data Observability Software Market Share by Application: 2024 VS 2031
 Figure 7. Large Enterprises Case Studies
 Figure 8. SMEs Case Studies
 Figure 9. AI-Based Data Observability Software Report Years Considered
 Figure 10. Global AI-Based Data Observability Software Market Size (US$ Million), Year-over-Year: 2020-2031
 Figure 11. Global AI-Based Data Observability Software Market Size, (US$ Million), 2020 VS 2024 VS 2031
 Figure 12. Global AI-Based Data Observability Software Market Share by Region: 2024 VS 2031
 Figure 13. Global AI-Based Data Observability Software Market Share by Players in 2024
 Figure 14. Global Top AI-Based Data Observability Software Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in AI-Based Data Observability Software as of 2024)
 Figure 15. The Top 10 and 5 Players Market Share by AI-Based Data Observability Software Revenue in 2024
 Figure 16. North America AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 17. North America AI-Based Data Observability Software Market Share by Type (2020-2031)
 Figure 18. North America AI-Based Data Observability Software Market Share by Application (2020-2031)
 Figure 19. North America AI-Based Data Observability Software Market Share by Country (2020-2031)
 Figure 20. United States AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 21. Canada AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 22. Europe AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 23. Europe AI-Based Data Observability Software Market Share by Type (2020-2031)
 Figure 24. Europe AI-Based Data Observability Software Market Share by Application (2020-2031)
 Figure 25. Europe AI-Based Data Observability Software Market Share by Country (2020-2031)
 Figure 26. Germany AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 27. France AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 28. U.K. AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 29. Italy AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 30. Russia AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 31. Nordic Countries AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 32. China AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 33. China AI-Based Data Observability Software Market Share by Type (2020-2031)
 Figure 34. China AI-Based Data Observability Software Market Share by Application (2020-2031)
 Figure 35. Asia AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 36. Asia AI-Based Data Observability Software Market Share by Type (2020-2031)
 Figure 37. Asia AI-Based Data Observability Software Market Share by Application (2020-2031)
 Figure 38. Asia AI-Based Data Observability Software Market Share by Region (2020-2031)
 Figure 39. Japan AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 40. South Korea AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 41. China Taiwan AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 42. Southeast Asia AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 43. India AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 44. Australia AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 45. Middle East, Africa, and Latin America AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 46. Middle East, Africa, and Latin America AI-Based Data Observability Software Market Share by Type (2020-2031)
 Figure 47. Middle East, Africa, and Latin America AI-Based Data Observability Software Market Share by Application (2020-2031)
 Figure 48. Middle East, Africa, and Latin America AI-Based Data Observability Software Market Share by Country (2020-2031)
 Figure 49. Brazil AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 50. Mexico AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 51. Turkey AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 52. Saudi Arabia AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 53. Israel AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 54. GCC Countries AI-Based Data Observability Software Market Size YoY Growth (2020-2031) & (US$ Million)
 Figure 55. Telmai Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 56. Sifflet Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 57. Acceldata Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 58. Monte Carlo Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 59. Arize AI Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 60. Logz.io Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 61. WhyLabs Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 62. iceDQ Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 63. Decube Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 64. ScienceLogic Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 65. New Relic Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 66. Informatica Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 67. IBM Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 68. Soda.io Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 69. Lightup Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 70. Cisco Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 71. Datadog Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 72. Dynatrace Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 73. Splunk Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 74. Greptime Revenue Growth Rate in AI-Based Data Observability Software Business (2020-2025)
 Figure 75. Bottom-up and Top-down Approaches for This Report
 Figure 76. Data Triangulation
 Figure 77. Key Executives Interviewed

Description

The global AI-Based Data Observability Software market is projected to grow from US$ 1045 million in 2025 to US$ 1986 million by 2031, at a Compound Annual Growth Rate (CAGR) of 11.3% during the forecast period.

AI-Based Data Observability Software leverages artificial intelligence and machine learning to enhance the monitoring and management of data systems by providing real-time insights into data health, quality, and performance. Unlike traditional observability tools, this software uses advanced algorithms to detect anomalies, predict potential issues, and automate root cause analysis, allowing for more proactive and intelligent data management. It continuously analyzes large volumes of data across various environments, identifying patterns, correlations, and emerging trends that might otherwise go unnoticed. By integrating AI, this software improves the efficiency of data pipeline monitoring, reduces manual intervention, and ensures that data remains accurate, consistent, and ready for decision-making at scale, even in complex, dynamic systems.

The China market for AI-Based Data Observability Software is estimated to increase from $ million in 2025 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.

The Europe market for AI-Based Data Observability Software is estimated to increase from $ million in 2025 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.

Descriptive company profiles of the major global players, including Telmai, Sifflet, Acceldata, Monte Carlo, Arize AI, Logz.io, WhyLabs, iceDQ, Decube, ScienceLogic, etc.

Market Segmentation

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