The global market for AI-Augmented Data Observability Platform was valued at US$ 928 million in the year 2024 and is projected to reach a revised size of US$ 1986 million by 2031, growing at a CAGR of 11.3% during the forecast period.
AI-Augmented Data Observability Platform​​ is a next-generation solution that leverages artificial intelligence and machine learning to automate the monitoring, analysis, and troubleshooting of data pipelines. It continuously tracks data health—detecting anomalies, identifying schema drifts, and ensuring quality—while providing intelligent alerts, root cause analysis, and self-healing recommendations. By combining traditional observability (logs, metrics, traces) with AI-driven insights, it helps organizations proactively maintain reliable, accurate, and trustworthy data across complex modern infrastructures.
North American market for AI-Augmented Data Observability Platform is estimated to increase from $ million in 2024 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.
Asia-Pacific market for AI-Augmented Data Observability Platform is estimated to increase from $ million in 2024 to reach $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.
The global market for AI-Augmented Data Observability Platform in Large Enterprises is estimated to increase from $ million in 2024 to $ million by 2031, at a CAGR of % during the forecast period of 2025 through 2031.
The major global companies of AI-Augmented Data Observability Platform include Telmai, Sifflet, Acceldata, Monte Carlo, Arize AI, Logz.io, WhyLabs, iceDQ, Decube, ScienceLogic, etc. In 2024, the world's top three vendors accounted for approximately % of the revenue.
This report aims to provide a comprehensive presentation of the global market for AI-Augmented Data Observability Platform, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding AI-Augmented Data Observability Platform.
The AI-Augmented Data Observability Platform market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2024 as the base year, with history and forecast data for the period from 2020 to 2031. This report segments the global AI-Augmented Data Observability Platform market comprehensively. Regional market sizes, concerning products by Type, by Application, and by players, are also provided.
For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.
The report will help the AI-Augmented Data Observability Platform companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by Type, by Application, and by regions.
Market Segmentation
By Company
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
Segment by Type
Cloud Based
On-premises
Segment by Application
Large Enterprises
SMEs
By Region
North America
United States
Canada
Asia-Pacific
China
Japan
South Korea
Southeast Asia
India
Australia
Rest of Asia
Europe
Germany
France
U.K.
Italy
Russia
Nordic Countries
Rest of Europe
Latin America
Mexico
Brazil
Rest of Latin America
Middle East & Africa
Turkey
Saudi Arabia
UAE
Rest of MEA
Chapter Outline
Chapter 1: Introduces the report scope of the report, executive summary of different market segments (by Type, 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: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
Chapter 3: Detailed analysis of AI-Augmented Data Observability Platform company competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
Chapter 4: Provides the analysis of various market segments by Type, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 5: Provides the analysis of various market segments by Application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 6, 7, 8, 9, 10: North America, Europe, Asia Pacific, Latin America, Middle East and Africa segment by country. 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, and capacity of each country in the world.
Chapter 11: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including product sales, revenue, price, gross margin, product introduction, recent development, etc.
Chapter 12: The main points and conclusions of the report.
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1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Market Growth 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-Augmented Data Observability Platform Market Perspective (2020-2031)
2.2 Global AI-Augmented Data Observability Platform Growth Trends by Region
2.2.1 Global AI-Augmented Data Observability Platform Market Size by Region: 2020 VS 2024 VS 2031
2.2.2 AI-Augmented Data Observability Platform Historic Market Size by Region (2020-2025)
2.2.3 AI-Augmented Data Observability Platform Forecasted Market Size by Region (2026-2031)
2.3 AI-Augmented Data Observability Platform Market Dynamics
2.3.1 AI-Augmented Data Observability Platform Industry Trends
2.3.2 AI-Augmented Data Observability Platform Market Drivers
2.3.3 AI-Augmented Data Observability Platform Market Challenges
2.3.4 AI-Augmented Data Observability Platform Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top AI-Augmented Data Observability Platform Players by Revenue
3.1.1 Global Top AI-Augmented Data Observability Platform Players by Revenue (2020-2025)
3.1.2 Global AI-Augmented Data Observability Platform Revenue Market Share by Players (2020-2025)
3.2 Global Top AI-Augmented Data Observability Platform Players by Company Type and Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Global Key Players Ranking by AI-Augmented Data Observability Platform Revenue
3.4 Global AI-Augmented Data Observability Platform Market Concentration Ratio
3.4.1 Global AI-Augmented Data Observability Platform Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by AI-Augmented Data Observability Platform Revenue in 2024
3.5 Global Key Players of AI-Augmented Data Observability Platform Head office and Area Served
3.6 Global Key Players of AI-Augmented Data Observability Platform, Product and Application
3.7 Global Key Players of AI-Augmented Data Observability Platform, Date of Enter into This Industry
3.8 Mergers & Acquisitions, Expansion Plans
4 AI-Augmented Data Observability Platform Breakdown Data by Type
4.1 Global AI-Augmented Data Observability Platform Historic Market Size by Type (2020-2025)
4.2 Global AI-Augmented Data Observability Platform Forecasted Market Size by Type (2026-2031)
5 AI-Augmented Data Observability Platform Breakdown Data by Application
5.1 Global AI-Augmented Data Observability Platform Historic Market Size by Application (2020-2025)
5.2 Global AI-Augmented Data Observability Platform Forecasted Market Size by Application (2026-2031)
6 North America
6.1 North America AI-Augmented Data Observability Platform Market Size (2020-2031)
6.2 North America AI-Augmented Data Observability Platform Market Growth Rate by Country: 2020 VS 2024 VS 2031
6.3 North America AI-Augmented Data Observability Platform Market Size by Country (2020-2025)
6.4 North America AI-Augmented Data Observability Platform Market Size by Country (2026-2031)
6.5 United States
6.6 Canada
7 Europe
7.1 Europe AI-Augmented Data Observability Platform Market Size (2020-2031)
7.2 Europe AI-Augmented Data Observability Platform Market Growth Rate by Country: 2020 VS 2024 VS 2031
7.3 Europe AI-Augmented Data Observability Platform Market Size by Country (2020-2025)
7.4 Europe AI-Augmented Data Observability Platform Market Size by Country (2026-2031)
7.5 Germany
7.6 France
7.7 U.K.
7.8 Italy
7.9 Russia
7.10 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific AI-Augmented Data Observability Platform Market Size (2020-2031)
8.2 Asia-Pacific AI-Augmented Data Observability Platform Market Growth Rate by Region: 2020 VS 2024 VS 2031
8.3 Asia-Pacific AI-Augmented Data Observability Platform Market Size by Region (2020-2025)
8.4 Asia-Pacific AI-Augmented Data Observability Platform Market Size by Region (2026-2031)
8.5 China
8.6 Japan
8.7 South Korea
8.8 Southeast Asia
8.9 India
8.10 Australia
9 Latin America
9.1 Latin America AI-Augmented Data Observability Platform Market Size (2020-2031)
9.2 Latin America AI-Augmented Data Observability Platform Market Growth Rate by Country: 2020 VS 2024 VS 2031
9.3 Latin America AI-Augmented Data Observability Platform Market Size by Country (2020-2025)
9.4 Latin America AI-Augmented Data Observability Platform Market Size by Country (2026-2031)
9.5 Mexico
9.6 Brazil
10 Middle East & Africa
10.1 Middle East & Africa AI-Augmented Data Observability Platform Market Size (2020-2031)
10.2 Middle East & Africa AI-Augmented Data Observability Platform Market Growth Rate by Country: 2020 VS 2024 VS 2031
10.3 Middle East & Africa AI-Augmented Data Observability Platform Market Size by Country (2020-2025)
10.4 Middle East & Africa AI-Augmented Data Observability Platform Market Size by Country (2026-2031)
10.5 Turkey
10.6 Saudi Arabia
10.7 UAE
11 Key Players Profiles
11.1 Telmai
11.1.1 Telmai Company Details
11.1.2 Telmai Business Overview
11.1.3 Telmai AI-Augmented Data Observability Platform Introduction
11.1.4 Telmai Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.2.4 Sifflet Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.3.4 Acceldata Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.4.4 Monte Carlo Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.5.4 Arize AI Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.6.4 Logz.io Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.7.4 WhyLabs Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.8.4 iceDQ Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.9.4 Decube Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.10.4 ScienceLogic Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.11.4 New Relic Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.12.4 Informatica Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.13.4 IBM Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.14.4 Soda.io Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.15.4 Lightup Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.16.4 Cisco Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.17.4 Datadog Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.18.4 Dynatrace Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.19.4 Splunk Revenue in AI-Augmented Data Observability Platform 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-Augmented Data Observability Platform Introduction
11.20.4 Greptime Revenue in AI-Augmented Data Observability Platform 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
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
Ěý
Ěý
*If Applicable.
