Attribution Software Outlook (2023 to 2033)

In 2022, the global attribution software market was estimated to be worth around US$ 1,500.3 million. With the increasing expenditure incurred on attribution software worldwide, the market is expected to reach a worth of about US$ 1,912.9 million by the end of 2023.

According to FMI analysis, the overall market value could reach US$ 24,644.8 million by 2033 with a projected CAGR of 29.1% until then. As per the survey report, during the years between 2018 and 2022, the attribution software market experienced year-on-year growth of 27%.

Technical advancements in social platforms and mobile devices are causing rapid changes in marketing and consumer behavior. As a result, several companies are changing their marketing plans, which raises the requirement for attribution software.

Businesses are investing more money in attribution software due to the growing trend of personalized marketing as a way to enhance the customer experience. Additionally, the software offers firms several benefits, including the ability to control marketing budgets and measure the effectiveness of marketing channels and campaigns. Moreover, the growing acceptance of Artificial Intelligence (AI), Big Data, and marketing platforms that cater to end users are critical reasons for the industry's growth prospects.

One of the key drivers of the growth of the market for attribution software is multi-touch attribution. Multi-touch attribution accurately depicts how consumers interact with advertising in general. Further, this attribution methodology aids in the equitable distribution of the advertising budget by compensating several channels for their contributions to obtain the installation rather than just paying one partner.

Attribute Details
Global Attribution Software Market Valuation in 2022 US$ 1,500.3 million
Estimated Global Market Share in 2023 US$ 1,912.9 million
Forecasted Global Market Size by 2033 US$ 24,644.8 million
Projected Global Market Growth Rate from 2023 to 2033 29.1% CAGR
Historical Market Growth Rate from 2018 to 2022 27%

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Region-wise Insights

Which Region Holds a Notable Market Share for Attribution Software?

North America dominates the market for Attribution Software, due to the significant presence of large multinational corporations in the region, which primarily contribute to the market’s growth. Additionally, the region's adoption of multi-touch attribution software is expected to be fuelled by businesses' rising need to monitor client behavior to conduct targeted marketing.

The development of attribution software in the region is being supported by technological improvements and businesses' willingness to adopt new, cutting-edge solutions. Additionally, due to the dominance of key competitors in the market who provide multi-touch marketing attribution software, as well as its financial standing, it is able to spend primarily on the top tools and technologies for successful business operations in the region.

Regional Market Comparison Global Market Share in Percentage
North America 28%
Europe 22.3%

Which Region has the Most Promising Market for the Attribution Software Market?

The market with great potential for attribution software is Asia Pacific. The main driver of the market expansion in the region has been the existence of multiple large and medium-sized businesses as well as several growing small businesses in nations like China, India, Japan, and South Korea.

Large and medium-sized businesses hugely invest in the most recent technologies to watch consumer behavior and acquire a broad picture of the situation across their customer base. Businesses also make investments in boosting their IT infrastructure so that they can analyze massive data sets to gauge the success of their marketing initiatives. Further, these elements have a significant impact on the market for attribution software.

In the Asia-Pacific, there were about 35% more new small businesses operating in 2020 than there were in 2019, which is high than the global average of 32% and more than eight times the 4% of new large businesses. Further, the countries that show this trend the most are Australia with 73% increase, Japan with a 38% increase, and Thailand with 29% increase. These elements boost the region's demand for attribution software in an indirect manner.

Country-wise Insights

Which Country has a Significant Market for Attribution Software?

The United States has the dominant market for attribution software, which is projected to be worth more than US$ 6.6 billion by 2033. From 2018 to 2022, the market in the United States expanded at a CAGR of 36.9%. Between 2023 and 2033, the United States is expected to be a market with a US$ 6.1 billion absolute dollar opportunity.

According to a survey, over 85% of businesses in America with at least 100 employees use attribution software. Around 88% of businesses are expected to use the software in the upcoming future, and the uses of attribution software solutions are expected to rise in the forthcoming years according to survey.

Another survey of marketers revealed that more than 80% of them intended to increase their investment in attribution software in 2019, thereby opening up various potential in the market for attribution software.

Regional Market Comparison Global Market Share in Percentage
The United States 19.3%
Germany 8.1%
Japan 4.4%
Australia 3.2%

How is China Competing to Become one of the Significant Markets for the Attribution Software?

In 2022, China was the remarkably growing market after the United States. The market in the country is expected to reach a valuation of more than US$ 1.5 billion by 2033.

The market in China has previously experienced a CAGR of 36.5% from 2018 to 2022 and is projected to experience a CAGR of 26.6% through 2033. China’s market for attribution software is expected to witness an absolute dollar opportunity of US$ 1.2billion by 2033.

The largest Chinese eCommerce company JD.com and Nielsen have teamed up to introduce a "Multi-Touch Attribution" (MTA) product in China that might assist clients in determining the effect of their advertising and marketing expenditures on sales. Also, the MTA service, which makes use of anonymized data from JD.com's cloud infrastructure and its 236.5 million active users, as well as Nielsen's expertise in digital media monitoring data and analytics, was proposed jointly by the two companies.

Companies adopting multi-touch strategies are likely to notice small producers who struggle to gain enough credit in traditional attribution models, assisting an advertiser to ultimately determine value. Even though the increasing spending on marketing is expanding the market, there are a few factors that restrict the market’s growth.

The protection of personal data and data privacy is critical to marketing attribution software adoption. Also, the market's growth can be slowed by the different alternatives and selection of applicable attribution models and vendors.

The Covid-19 pandemic provided significant opportunities for the market as many people shifted to buying things online, thus increase the demand for attribution software.

Regional Markets CAGR (2023 to 2033)
The United Kingdom 25.5%
China 26.6%
India 30.1%
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Sudip Saha

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Category-wise Insights

Which Industry Vertical is Generating Significant Revenue in the Attribution Software Market?

The market is notable in the telecom and IT verticals. The market for marketing attribution software in the IT and telecom sectors is anticipated to develop as the number of internet-connected and mobile devices increases.

Businesses in the telecom and IT sector are striving to successfully target new users while lowering the attribution rate of the existing clientele. To streamline their marketing initiatives and enhance the end-user experience, the world's leading telecom carriers are implementing marketing attribution software.

Category By Attribution Type
Top Segment Multi-source Attribution
Market Share in Percentage 43.4%
Category By Industry Verticals
Top Segment FMCG and Consumer Packaged Goods
Market Share in Percentage 20.3%

Which Deployment of Attribution Software Market Represents a Significant Revenue Potential?

Market revenue through Cloud-based attribution software has witnessed a CAGR growth of 36.8% from 2018 to 2022, and the projected CAGR through this category is expected to be 28% during 2023 to 2033. Because it enables customers to access the attribution software from any device, cloud-based deployment earns the most money in attribution analytics.

The cloud provides simple deployment options, low prices, simple upgradeability and accessibility, and no upfront capital expenditure for the program purchase. Additionally, it decreases financial risks, lowers costs for information technology (IT), and boosts flexibility. Cloud-based marketing attributions solutions are preferred by the majority of businesses, particularly SMEs, as they lower operating costs and boost output.

Competitive Landscape

The market for attribution software is highly competitive. To hold a prominent place in the market, many companies are adapting numerous growth strategies like mergers, acquisitions, partnerships, and collaborations.

The key attribution software companies are Adobe, Oracle, Google, SAP, Visual IQ, Analytic Partners, Attribution, Calibermind, Engagio, Fospha, IRI, LeadsRx, Leandata, Marketing Attribution, Merkle, Neustar, Optimine, Rockerbox, Singular, Wizaly, The Nielsen Company, LLC, Bizible, IBM, Kvantum, Full Circle Insights, and Roivenue.

Some of the Recent Developments by the Key Market Players in the Attribution Software Market

  • In July 2019, The Nielsen Company has announced a strategic partnership with Quotient Technology through which Quotient's omni-channel purchase intelligence might be combined into Nielsen's audience and performance measurement, enabling clients to take advantage of the new developments in data-driven marketing.
  • In June 2022, Wynta, a Singapore-based software company, and SCCG Management's founder and CEO, Stephen Crystal, have partnered to distribute Wynta's tracking and attribution software throughout North American gaming industry.
  • In February 2019, An Engagement Minute Attribution for Dash, an account-based attribution solution, was introduced by Engagio, a key market player in marketing attribution software. It has been introduced as the first engagement-based attribution method that can assess the combined impact of marketing and sales efforts.

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Scope of the Market Report

Attribute Details
Forecast Period 2023 to 2033
Historical Data Available for 2018 to 2022
Market Analysis US$ million or US4 billion for Value and Units for Volume
Key Regions Covered North America; Latin America; Europe; the Middle East & Africa; East Asia; South Asia and Oceania
Key Countries Covered The United States, Canada, Brazil, Mexico, Germany, Spain, Italy, France, The United Kingdom, Russia, China, India, Australia & New Zealand, GCC Countries, and South Africa
Key Segments Covered By Attribution Type, By Component, By Deployment Type, By Enterprise Size, By End Use Industry Vertical and By Region
Key Companies Profiled Adobe; SAP; Visual IQ; Analytic Partners; Attribution; Calibermind; Engagio; Fospha; IRI; LeadsRx; Leandata; Marketing Attribution; Merkle; Neustar; Optimine; Rockerbox; Singular; Wizaly; The Nielsen Company, LLC; Bizible; IBM; Kvantum; Full Circle Insights; Roivenues.r.o.
Report Coverage Market Forecast, Company Share Analysis, Competition Intelligence, DROT Analysis, Market Dynamics and Challenges, and Strategic Growth Initiatives
Customization & Pricing Available upon Request

Key Segments Covered in the Attribution Software Market Survey

By Component:

  • Solutions
  • Services

By Attribution Type:

  • Single-Source Attribution
  • Multi-Source Attribution
  • Probabilistic or Algorithmic Attribution

By Deployment Type:

  • On-Premises Attribution Software
  • Cloud

By Enterprise Size:

  • Small and Medium-Sized Enterprises
  • Large Enterprises

By End Use Industry Vertical:

  • Retail
  • FMCG and Consumer Packaged Goods
  • Computing Products and Consumer Electronics
  • Telecom and IT
  • Banking, Financial Services, and Insurance
  • Media and Entertainment
  • Healthcare
  • Others

By Region:

  • North America
  • Europe
  • Asia Pacific
  • The Middle East and Africa
  • Latin America

Frequently Asked Questions

What is the Growth Potential of the Attribution Software Market?

The growth potential of the attribution software market is 29.1% through 2033.

What are the Key Trends in the Attribution Software Market?

Personalized marketing is increasing the global market trends.

What is the United State’s Expected Share by 2033?

The United States is likely to capture a share of 19.3% by 2033.

How Big will the United Kingdom Market by 2033?

The United Kingdom market will capture a CAGR of 25.5% by 2033.

Which Country is Set to Register Exponential Growth in Market?

The United Kingdom, India, and China may witness significant growth in the market.

Table of Content
1. Executive Summary

    1.1. Global Market Outlook

    1.2. Demand-side Trends

    1.3. Supply-side Trends

    1.4. Technology Roadmap Analysis

    1.5. Analysis and Recommendations

2. Market Overview

    2.1. Market Coverage / Taxonomy

    2.2. Market Definition / Scope / Limitations

3. Market Background

    3.1. Market Dynamics

        3.1.1. Drivers

        3.1.2. Restraints

        3.1.3. Opportunity

        3.1.4. Trends

    3.2. Scenario Forecast

        3.2.1. Demand in Optimistic Scenario

        3.2.2. Demand in Likely Scenario

        3.2.3. Demand in Conservative Scenario

    3.3. Opportunity Map Analysis

    3.4. Investment Feasibility Matrix

    3.5. PESTLE and Porter’s Analysis

    3.6. Regulatory Landscape

        3.6.1. By Key Regions

        3.6.2. By Key Countries

    3.7. Regional Parent Market Outlook

4. Global Market Analysis 2018 to 2022 and Forecast, 2023 to 2033

    4.1. Historical Market Size Value (US$ Million) Analysis, 2018 to 2022

    4.2. Current and Future Market Size Value (US$ Million) Projections, 2023 to 2033

        4.2.1. Y-o-Y Growth Trend Analysis

        4.2.2. Absolute $ Opportunity Analysis

5. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Component

    5.1. Introduction / Key Findings

    5.2. Historical Market Size Value (US$ Million) Analysis By Component, 2018 to 2022

    5.3. Current and Future Market Size Value (US$ Million) Analysis and Forecast By Component, 2023 to 2033

        5.3.1. Solutions

        5.3.2. Services

    5.4. Y-o-Y Growth Trend Analysis By Component, 2018 to 2022

    5.5. Absolute $ Opportunity Analysis By Component, 2023 to 2033

6. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Type

    6.1. Introduction / Key Findings

    6.2. Historical Market Size Value (US$ Million) Analysis By Type, 2018 to 2022

    6.3. Current and Future Market Size Value (US$ Million) Analysis and Forecast By Type, 2023 to 2033

        6.3.1. Single-Source Attribution

        6.3.2. Multi-Source Attribution

        6.3.3. Probabilistic or Algorithmic Attribution

    6.4. Y-o-Y Growth Trend Analysis By Type, 2018 to 2022

    6.5. Absolute $ Opportunity Analysis By Type, 2023 to 2033

7. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Deployment

    7.1. Introduction / Key Findings

    7.2. Historical Market Size Value (US$ Million) Analysis by Deployment, 2018 to 2022

    7.3. Current and Future Market Size Value (US$ Million) Analysis and Forecast by Deployment, 2023 to 2033

        7.3.1. On-Premises

        7.3.2. Cloud

    7.4. Y-o-Y Growth Trend Analysis by Deployment, 2018 to 2022

    7.5. Absolute $ Opportunity Analysis by Deployment, 2023 to 2033

8. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Enterprise Size

    8.1. Introduction / Key Findings

    8.2. Historical Market Size Value (US$ Million) Analysis By Enterprise Size, 2018 to 2022

    8.3. Current and Future Market Size Value (US$ Million) Analysis and Forecast By Enterprise Size, 2023 to 2033

        8.3.1. Small and Medium-Sized Enterprises

        8.3.2. Large Enterprises

    8.4. Y-o-Y Growth Trend Analysis By Enterprise Size, 2018 to 2022

    8.5. Absolute $ Opportunity Analysis By Enterprise Size, 2023 to 2033

9. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Industry Vertical

    9.1. Introduction / Key Findings

    9.2. Historical Market Size Value (US$ Million) Analysis By Industry Vertical, 2018 to 2022

    9.3. Current and Future Market Size Value (US$ Million) Analysis and Forecast By Industry Vertical, 2023 to 2033

        9.3.1. Retail

        9.3.2. FMCG and Consumer Packaged Goods

        9.3.3. Computing Products and Consumer Electronics

        9.3.4. Telecom and IT

        9.3.5. Banking, Financial Services, and Insurance

        9.3.6. Media and Entertainment

        9.3.7. Healthcare

        9.3.8. Others

    9.4. Y-o-Y Growth Trend Analysis By Industry Vertical, 2018 to 2022

    9.5. Absolute $ Opportunity Analysis By Industry Vertical, 2023 to 2033

10. Global Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Region

    10.1. Introduction

    10.2. Historical Market Size Value (US$ Million) Analysis By Region, 2018 to 2022

    10.3. Current Market Size Value (US$ Million) Analysis and Forecast By Region, 2023 to 2033

        10.3.1. North America

        10.3.2. Latin America

        10.3.3. Western Europe

        10.3.4. Eastern Europe

        10.3.5. South Asia and Pacific

        10.3.6. East Asia

        10.3.7. Middle East and Africa

    10.4. Market Attractiveness Analysis By Region

11. North America Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country

    11.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022

    11.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033

        11.2.1. By Country

            11.2.1.1. The USA

            11.2.1.2. Canada

        11.2.2. By Component

        11.2.3. By Type

        11.2.4. By Deployment

        11.2.5. By Enterprise Size

        11.2.6. By Industry Vertical

    11.3. Market Attractiveness Analysis

        11.3.1. By Country

        11.3.2. By Component

        11.3.3. By Type

        11.3.4. By Deployment

        11.3.5. By Enterprise Size

        11.3.6. By Industry Vertical

    11.4. Key Takeaways

12. Latin America Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country

    12.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022

    12.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033

        12.2.1. By Country

            12.2.1.1. Brazil

            12.2.1.2. Mexico

            12.2.1.3. Rest of Latin America

        12.2.2. By Component

        12.2.3. By Type

        12.2.4. By Deployment

        12.2.5. By Enterprise Size

        12.2.6. By Industry Vertical

    12.3. Market Attractiveness Analysis

        12.3.1. By Country

        12.3.2. By Component

        12.3.3. By Type

        12.3.4. By Deployment

        12.3.5. By Enterprise Size

        12.3.6. By Industry Vertical

    12.4. Key Takeaways

13. Western Europe Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country

    13.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022

    13.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033

        13.2.1. By Country

            13.2.1.1. Germany

            13.2.1.2. United Kingdom

            13.2.1.3. France

            13.2.1.4. Spain

            13.2.1.5. Italy

            13.2.1.6. Rest of Western Europe

        13.2.2. By Component

        13.2.3. By Type

        13.2.4. By Deployment

        13.2.5. By Enterprise Size

        13.2.6. By Industry Vertical

    13.3. Market Attractiveness Analysis

        13.3.1. By Country

        13.3.2. By Component

        13.3.3. By Type

        13.3.4. By Deployment

        13.3.5. By Enterprise Size

        13.3.6. By Industry Vertical

    13.4. Key Takeaways

14. Eastern Europe Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country

    14.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022

    14.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033

        14.2.1. By Country

            14.2.1.1. Poland

            14.2.1.2. Russia

            14.2.1.3. Czech Republic

            14.2.1.4. Romania

            14.2.1.5. Rest of Eastern Europe

        14.2.2. By Component

        14.2.3. By Type

        14.2.4. By Deployment

        14.2.5. By Enterprise Size

        14.2.6. By Industry Vertical

    14.3. Market Attractiveness Analysis

        14.3.1. By Country

        14.3.2. By Component

        14.3.3. By Type

        14.3.4. By Deployment

        14.3.5. By Enterprise Size

        14.3.6. By Industry Vertical

    14.4. Key Takeaways

15. South Asia and Pacific Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country

    15.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022

    15.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033

        15.2.1. By Country

            15.2.1.1. India

            15.2.1.2. Bangladesh

            15.2.1.3. Australia

            15.2.1.4. New Zealand

            15.2.1.5. Rest of South Asia and Pacific

        15.2.2. By Component

        15.2.3. By Type

        15.2.4. By Deployment

        15.2.5. By Enterprise Size

        15.2.6. By Industry Vertical

    15.3. Market Attractiveness Analysis

        15.3.1. By Country

        15.3.2. By Component

        15.3.3. By Type

        15.3.4. By Deployment

        15.3.5. By Enterprise Size

        15.3.6. By Industry Vertical

    15.4. Key Takeaways

16. East Asia Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country

    16.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022

    16.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033

        16.2.1. By Country

            16.2.1.1. China

            16.2.1.2. Japan

            16.2.1.3. South Korea

        16.2.2. By Component

        16.2.3. By Type

        16.2.4. By Deployment

        16.2.5. By Enterprise Size

        16.2.6. By Industry Vertical

    16.3. Market Attractiveness Analysis

        16.3.1. By Country

        16.3.2. By Component

        16.3.3. By Type

        16.3.4. By Deployment

        16.3.5. By Enterprise Size

        16.3.6. By Industry Vertical

    16.4. Key Takeaways

17. Middle East and Africa Market Analysis 2018 to 2022 and Forecast 2023 to 2033, By Country

    17.1. Historical Market Size Value (US$ Million) Trend Analysis By Market Taxonomy, 2018 to 2022

    17.2. Market Size Value (US$ Million) Forecast By Market Taxonomy, 2023 to 2033

        17.2.1. By Country

            17.2.1.1. GCC Countries

            17.2.1.2. South Africa

            17.2.1.3. Israel

            17.2.1.4. Rest of MEA

        17.2.2. By Component

        17.2.3. By Type

        17.2.4. By Deployment

        17.2.5. By Enterprise Size

        17.2.6. By Industry Vertical

    17.3. Market Attractiveness Analysis

        17.3.1. By Country

        17.3.2. By Component

        17.3.3. By Type

        17.3.4. By Deployment

        17.3.5. By Enterprise Size

        17.3.6. By Industry Vertical

    17.4. Key Takeaways

18. Key Countries Market Analysis

    18.1. USA

        18.1.1. Pricing Analysis

        18.1.2. Market Share Analysis, 2022

            18.1.2.1. By Component

            18.1.2.2. By Type

            18.1.2.3. By Deployment

            18.1.2.4. By Enterprise Size

            18.1.2.5. By Industry Vertical

    18.2. Canada

        18.2.1. Pricing Analysis

        18.2.2. Market Share Analysis, 2022

            18.2.2.1. By Component

            18.2.2.2. By Type

            18.2.2.3. By Deployment

            18.2.2.4. By Enterprise Size

            18.2.2.5. By Industry Vertical

    18.3. Brazil

        18.3.1. Pricing Analysis

        18.3.2. Market Share Analysis, 2022

            18.3.2.1. By Component

            18.3.2.2. By Type

            18.3.2.3. By Deployment

            18.3.2.4. By Enterprise Size

            18.3.2.5. By Industry Vertical

    18.4. Mexico

        18.4.1. Pricing Analysis

        18.4.2. Market Share Analysis, 2022

            18.4.2.1. By Component

            18.4.2.2. By Type

            18.4.2.3. By Deployment

            18.4.2.4. By Enterprise Size

            18.4.2.5. By Industry Vertical

    18.5. Germany

        18.5.1. Pricing Analysis

        18.5.2. Market Share Analysis, 2022

            18.5.2.1. By Component

            18.5.2.2. By Type

            18.5.2.3. By Deployment

            18.5.2.4. By Enterprise Size

            18.5.2.5. By Industry Vertical

    18.6. United Kingdom

        18.6.1. Pricing Analysis

        18.6.2. Market Share Analysis, 2022

            18.6.2.1. By Component

            18.6.2.2. By Type

            18.6.2.3. By Deployment

            18.6.2.4. By Enterprise Size

            18.6.2.5. By Industry Vertical

    18.7. France

        18.7.1. Pricing Analysis

        18.7.2. Market Share Analysis, 2022

            18.7.2.1. By Component

            18.7.2.2. By Type

            18.7.2.3. By Deployment

            18.7.2.4. By Enterprise Size

            18.7.2.5. By Industry Vertical

    18.8. Spain

        18.8.1. Pricing Analysis

        18.8.2. Market Share Analysis, 2022

            18.8.2.1. By Component

            18.8.2.2. By Type

            18.8.2.3. By Deployment

            18.8.2.4. By Enterprise Size

            18.8.2.5. By Industry Vertical

    18.9. Italy

        18.9.1. Pricing Analysis

        18.9.2. Market Share Analysis, 2022

            18.9.2.1. By Component

            18.9.2.2. By Type

            18.9.2.3. By Deployment

            18.9.2.4. By Enterprise Size

            18.9.2.5. By Industry Vertical

    18.10. Poland

        18.10.1. Pricing Analysis

        18.10.2. Market Share Analysis, 2022

            18.10.2.1. By Component

            18.10.2.2. By Type

            18.10.2.3. By Deployment

            18.10.2.4. By Enterprise Size

            18.10.2.5. By Industry Vertical

    18.11. Russia

        18.11.1. Pricing Analysis

        18.11.2. Market Share Analysis, 2022

            18.11.2.1. By Component

            18.11.2.2. By Type

            18.11.2.3. By Deployment

            18.11.2.4. By Enterprise Size

            18.11.2.5. By Industry Vertical

    18.12. Czech Republic

        18.12.1. Pricing Analysis

        18.12.2. Market Share Analysis, 2022

            18.12.2.1. By Component

            18.12.2.2. By Type

            18.12.2.3. By Deployment

            18.12.2.4. By Enterprise Size

            18.12.2.5. By Industry Vertical

    18.13. Romania

        18.13.1. Pricing Analysis

        18.13.2. Market Share Analysis, 2022

            18.13.2.1. By Component

            18.13.2.2. By Type

            18.13.2.3. By Deployment

            18.13.2.4. By Enterprise Size

            18.13.2.5. By Industry Vertical

    18.14. India

        18.14.1. Pricing Analysis

        18.14.2. Market Share Analysis, 2022

            18.14.2.1. By Component

            18.14.2.2. By Type

            18.14.2.3. By Deployment

            18.14.2.4. By Enterprise Size

            18.14.2.5. By Industry Vertical

    18.15. Bangladesh

        18.15.1. Pricing Analysis

        18.15.2. Market Share Analysis, 2022

            18.15.2.1. By Component

            18.15.2.2. By Type

            18.15.2.3. By Deployment

            18.15.2.4. By Enterprise Size

            18.15.2.5. By Industry Vertical

    18.16. Australia

        18.16.1. Pricing Analysis

        18.16.2. Market Share Analysis, 2022

            18.16.2.1. By Component

            18.16.2.2. By Type

            18.16.2.3. By Deployment

            18.16.2.4. By Enterprise Size

            18.16.2.5. By Industry Vertical

    18.17. New Zealand

        18.17.1. Pricing Analysis

        18.17.2. Market Share Analysis, 2022

            18.17.2.1. By Component

            18.17.2.2. By Type

            18.17.2.3. By Deployment

            18.17.2.4. By Enterprise Size

            18.17.2.5. By Industry Vertical

    18.18. China

        18.18.1. Pricing Analysis

        18.18.2. Market Share Analysis, 2022

            18.18.2.1. By Component

            18.18.2.2. By Type

            18.18.2.3. By Deployment

            18.18.2.4. By Enterprise Size

            18.18.2.5. By Industry Vertical

    18.19. Japan

        18.19.1. Pricing Analysis

        18.19.2. Market Share Analysis, 2022

            18.19.2.1. By Component

            18.19.2.2. By Type

            18.19.2.3. By Deployment

            18.19.2.4. By Enterprise Size

            18.19.2.5. By Industry Vertical

    18.20. South Korea

        18.20.1. Pricing Analysis

        18.20.2. Market Share Analysis, 2022

            18.20.2.1. By Component

            18.20.2.2. By Type

            18.20.2.3. By Deployment

            18.20.2.4. By Enterprise Size

            18.20.2.5. By Industry Vertical

    18.21. GCC Countries

        18.21.1. Pricing Analysis

        18.21.2. Market Share Analysis, 2022

            18.21.2.1. By Component

            18.21.2.2. By Type

            18.21.2.3. By Deployment

            18.21.2.4. By Enterprise Size

            18.21.2.5. By Industry Vertical

    18.22. South Africa

        18.22.1. Pricing Analysis

        18.22.2. Market Share Analysis, 2022

            18.22.2.1. By Component

            18.22.2.2. By Type

            18.22.2.3. By Deployment

            18.22.2.4. By Enterprise Size

            18.22.2.5. By Industry Vertical

    18.23. Israel

        18.23.1. Pricing Analysis

        18.23.2. Market Share Analysis, 2022

            18.23.2.1. By Component

            18.23.2.2. By Type

            18.23.2.3. By Deployment

            18.23.2.4. By Enterprise Size

            18.23.2.5. By Industry Vertical

19. Market Structure Analysis

    19.1. Competition Dashboard

    19.2. Competition Benchmarking

    19.3. Market Share Analysis of Top Players

        19.3.1. By Regional

        19.3.2. By Component

        19.3.3. By Type

        19.3.4. By Deployment

        19.3.5. By Enterprise Size

        19.3.6. By Industry Vertical

20. Competition Analysis

    20.1. Competition Deep Dive

        20.1.1. Adobe

            20.1.1.1. Overview

            20.1.1.2. Product Portfolio

            20.1.1.3. Profitability by Market Segments

            20.1.1.4. Sales Footprint

            20.1.1.5. Strategy Overview

                20.1.1.5.1. Marketing Strategy

        20.1.2. Oracle

            20.1.2.1. Overview

            20.1.2.2. Product Portfolio

            20.1.2.3. Profitability by Market Segments

            20.1.2.4. Sales Footprint

            20.1.2.5. Strategy Overview

                20.1.2.5.1. Marketing Strategy

        20.1.3. Google

            20.1.3.1. Overview

            20.1.3.2. Product Portfolio

            20.1.3.3. Profitability by Market Segments

            20.1.3.4. Sales Footprint

            20.1.3.5. Strategy Overview

                20.1.3.5.1. Marketing Strategy

        20.1.4. SAP

            20.1.4.1. Overview

            20.1.4.2. Product Portfolio

            20.1.4.3. Profitability by Market Segments

            20.1.4.4. Sales Footprint

            20.1.4.5. Strategy Overview

                20.1.4.5.1. Marketing Strategy

        20.1.5. Visual IQ

            20.1.5.1. Overview

            20.1.5.2. Product Portfolio

            20.1.5.3. Profitability by Market Segments

            20.1.5.4. Sales Footprint

            20.1.5.5. Strategy Overview

                20.1.5.5.1. Marketing Strategy

        20.1.6. Analytic Partners

            20.1.6.1. Overview

            20.1.6.2. Product Portfolio

            20.1.6.3. Profitability by Market Segments

            20.1.6.4. Sales Footprint

            20.1.6.5. Strategy Overview

                20.1.6.5.1. Marketing Strategy

        20.1.7. Attribution

            20.1.7.1. Overview

            20.1.7.2. Product Portfolio

            20.1.7.3. Profitability by Market Segments

            20.1.7.4. Sales Footprint

            20.1.7.5. Strategy Overview

                20.1.7.5.1. Marketing Strategy

        20.1.8. Calibermind

            20.1.8.1. Overview

            20.1.8.2. Product Portfolio

            20.1.8.3. Profitability by Market Segments

            20.1.8.4. Sales Footprint

            20.1.8.5. Strategy Overview

                20.1.8.5.1. Marketing Strategy

        20.1.9. Engagio

            20.1.9.1. Overview

            20.1.9.2. Product Portfolio

            20.1.9.3. Profitability by Market Segments

            20.1.9.4. Sales Footprint

            20.1.9.5. Strategy Overview

                20.1.9.5.1. Marketing Strategy

        20.1.10. Fospha

            20.1.10.1. Overview

            20.1.10.2. Product Portfolio

            20.1.10.3. Profitability by Market Segments

            20.1.10.4. Sales Footprint

            20.1.10.5. Strategy Overview

                20.1.10.5.1. Marketing Strategy

        20.1.11. IRI

            20.1.11.1. Overview

            20.1.11.2. Product Portfolio

            20.1.11.3. Profitability by Market Segments

            20.1.11.4. Sales Footprint

            20.1.11.5. Strategy Overview

                20.1.11.5.1. Marketing Strategy

        20.1.12. LeadsRx

            20.1.12.1. Overview

            20.1.12.2. Product Portfolio

            20.1.12.3. Profitability by Market Segments

            20.1.12.4. Sales Footprint

            20.1.12.5. Strategy Overview

                20.1.12.5.1. Marketing Strategy

        20.1.13. Leandata

            20.1.13.1. Overview

            20.1.13.2. Product Portfolio

            20.1.13.3. Profitability by Market Segments

            20.1.13.4. Sales Footprint

            20.1.13.5. Strategy Overview

                20.1.13.5.1. Marketing Strategy

        20.1.14. Marketing Attribution

            20.1.14.1. Overview

            20.1.14.2. Product Portfolio

            20.1.14.3. Profitability by Market Segments

            20.1.14.4. Sales Footprint

            20.1.14.5. Strategy Overview

                20.1.14.5.1. Marketing Strategy

        20.1.15. Merkle

            20.1.15.1. Overview

            20.1.15.2. Product Portfolio

            20.1.15.3. Profitability by Market Segments

            20.1.15.4. Sales Footprint

            20.1.15.5. Strategy Overview

                20.1.15.5.1. Marketing Strategy

        20.1.16. Neustar

            20.1.16.1. Overview

            20.1.16.2. Product Portfolio

            20.1.16.3. Profitability by Market Segments

            20.1.16.4. Sales Footprint

            20.1.16.5. Strategy Overview

                20.1.16.5.1. Marketing Strategy

        20.1.17. Optimine

            20.1.17.1. Overview

            20.1.17.2. Product Portfolio

            20.1.17.3. Profitability by Market Segments

            20.1.17.4. Sales Footprint

            20.1.17.5. Strategy Overview

                20.1.17.5.1. Marketing Strategy

        20.1.18. Rockerbox

            20.1.18.1. Overview

            20.1.18.2. Product Portfolio

            20.1.18.3. Profitability by Market Segments

            20.1.18.4. Sales Footprint

            20.1.18.5. Strategy Overview

                20.1.18.5.1. Marketing Strategy

        20.1.19. Singular

            20.1.19.1. Overview

            20.1.19.2. Product Portfolio

            20.1.19.3. Profitability by Market Segments

            20.1.19.4. Sales Footprint

            20.1.19.5. Strategy Overview

                20.1.19.5.1. Marketing Strategy

        20.1.20. Wizaly

            20.1.20.1. Overview

            20.1.20.2. Product Portfolio

            20.1.20.3. Profitability by Market Segments

            20.1.20.4. Sales Footprint

            20.1.20.5. Strategy Overview

                20.1.20.5.1. Marketing Strategy

21. Assumptions & Acronyms Used

22. Research Methodology
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