The global recommendation engine market size is expected to reach USD 17.30 billion by 2028. The market is expected to expand at a CAGR of 33.0% from 2021 to 2028. The growing adoption of digital technologies among organizations is one of the key factors driving the market. In addition, the rising competition among organizations and the need to provide a better customer experience are increasing the demand for recommendation systems.
The COVID-19 pandemic compelled governments across various countries to take immediate actions and impose partial or full lockdowns. This impacted various industries in numerous ways. Social distancing rules and traveling restrictions shifted people away from physical shops for buying essentials to the digital medium, which resulted in the increased demand for online shopping platforms. Hence, the pandemic created a lucrative opportunity for the market.
A recommendation engine, a type of data filtering tool, uses Machine Learning (ML)-based processes to suggest relevant and specific items to customers. It typically comprises two types of systems, namely a personalized recommendation system and a non-personalized recommendation system. The tool gathers consumer behavior data to find patterns in it, based on which it offers numerous recommendations to users.
The market has also benefitted from the growth in digitization trends across numerous industries, especially retail, e-commerce, and media and entertainment. For instance, according to a survey by Episerver, approximately 44% of the U.S. population shops using Amazon.com, Inc.’s recommendations.
Recommendation engine system providers are investing in research & development activities to introduce innovations in the market and offer a better experience to users. Additionally, the growing competition is driving innovations in the market.
The COVID-19 pandemic compelled governments across various countries to take immediate actions and impose partial or full lockdowns. This impacted various industries in numerous ways. Social distancing rules and traveling restrictions shifted people away from physical shops for buying essentials to the digital medium, which resulted in the increased demand for online shopping platforms. Hence, the pandemic created a lucrative opportunity for the market.
A recommendation engine, a type of data filtering tool, uses Machine Learning (ML)-based processes to suggest relevant and specific items to customers. It typically comprises two types of systems, namely a personalized recommendation system and a non-personalized recommendation system. The tool gathers consumer behavior data to find patterns in it, based on which it offers numerous recommendations to users.
The market has also benefitted from the growth in digitization trends across numerous industries, especially retail, e-commerce, and media and entertainment. For instance, according to a survey by Episerver, approximately 44% of the U.S. population shops using Amazon.com, Inc.’s recommendations.
Recommendation engine system providers are investing in research & development activities to introduce innovations in the market and offer a better experience to users. Additionally, the growing competition is driving innovations in the market.
Recommendation Engine Market Report Highlights
- In terms of application, the personalized campaigns and customer delivery segment accounted for the largest revenue share in 2020 and is expected to retain its lead over the forecast period. This can be attributed to the rising need to provide better customer experience and services to customers. The product planning and proactive asset management segment is anticipated to expand at the highest CAGR of 35.1% during the forecast period
- By end use, the retail segment accounted for the largest revenue share in 2020 and is expected to dominate the market throughout the forecast period. The BFSI segment is likely to expand at the highest CAGR over the forecast period
- North America dominated the market in 2020 and is expected to retain its lead over the forecast period. This can be attributed to factors such as growing technological advancements, a high rate of adoption, and the existence of a large number of market players in the region
Table of Contents
Chapter 1. Methodology and Scope
1.1 Information Procurement
1.1.1 Purchased database
1.1.2 Internal database
1.1.3 Secondary sources & third party perspective
1.1.4 Primary research
1.2 Information Analysis
1.2.1 Data analysis models
1.3 Market Formulation and Data Visualization
1.4 Data Validation and Publishing
1.1.1 Purchased database
1.1.2 Internal database
1.1.3 Secondary sources & third party perspective
1.1.4 Primary research
1.2 Information Analysis
1.2.1 Data analysis models
1.3 Market Formulation and Data Visualization
1.4 Data Validation and Publishing
Chapter 2. Executive Summary
2.1 Market Outlook
2.2 Segment Outlook
2.2 Segment Outlook
Chapter 3. Market Variables, Trends & Scope
3.1 Market Lineage Outlook
3.1.1 Parent market outlook
3.2 Penetration & Growth Prospect Mapping
3.3 Market Dynamics
3.3.1 Market driver analysis
3.3.1.1 Growing adoption of digital technologies among organizations
3.3.1.2 Increase in need to enhance customer experience
3.3.2 Market restraint/challenges analysis
3.3.2.1 Increase in concerns over the customers' personal information
3.3.3 Market opportunity analysis
3.3.3.1 Advancements in data analytics
3.4 Porter’s Five Forces Analysis
3.5 PEST Analysis
3.6 COVID-19 Impact on Recommendation Engine Market
3.1.1 Parent market outlook
3.2 Penetration & Growth Prospect Mapping
3.3 Market Dynamics
3.3.1 Market driver analysis
3.3.1.1 Growing adoption of digital technologies among organizations
3.3.1.2 Increase in need to enhance customer experience
3.3.2 Market restraint/challenges analysis
3.3.2.1 Increase in concerns over the customers' personal information
3.3.3 Market opportunity analysis
3.3.3.1 Advancements in data analytics
3.4 Porter’s Five Forces Analysis
3.5 PEST Analysis
3.6 COVID-19 Impact on Recommendation Engine Market
Chapter 4. Recommendation Engine Market: Type Estimates & Trend Analysis
4.1 Market Size Estimates & Forecasts and Trend Analysis, 2016 - 2028 (USD Million)
4.2 Type Movement Analysis & Market Share, 2020 & 2028
4.3 Collaborative Filtering
4.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
4.4 Content-based Filtering
4.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
4.5 Hybrid Recommendation
4.5.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
4.2 Type Movement Analysis & Market Share, 2020 & 2028
4.3 Collaborative Filtering
4.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
4.4 Content-based Filtering
4.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
4.5 Hybrid Recommendation
4.5.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
Chapter 5. Recommendation Engine Market: Deployment Estimates & Trend Analysis
5.1 Market Size Estimates & Forecasts and Trend Analysis, 2016 - 2028 (USD Million)
5.2 Deployment Movement Analysis & Market Share, 2020 & 2028
5.3 On-premise
5.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
5.4 Cloud
5.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
5.2 Deployment Movement Analysis & Market Share, 2020 & 2028
5.3 On-premise
5.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
5.4 Cloud
5.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
Chapter 6. Recommendation Engine Market: Application Estimates and Trend Analysis
6.1 Market Size Estimates & Forecasts and Trend Analysis, 2016 - 2028 (USD Million)
6.2 Application Movement Analysis & Market Share, 2020 & 2028
6.3 Personalized Campaigns and Customer Delivery
6.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
6.4 Strategy Operations and Planning
6.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
6.5 Product Planning and Proactive Asset Management
6.5.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
6.2 Application Movement Analysis & Market Share, 2020 & 2028
6.3 Personalized Campaigns and Customer Delivery
6.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
6.4 Strategy Operations and Planning
6.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
6.5 Product Planning and Proactive Asset Management
6.5.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
Chapter 7. Recommendation Engine Market: Organization Estimates and Trend Analysis
7.1 Market Size Estimates & Forecasts and Trend Analysis, 2016 - 2028 (USD Million)
7.2 Organization Movement Analysis & Market Share, 2020 & 2028
7.3 SMEs
7.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
7.4 Large Enterprises
7.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
7.2 Organization Movement Analysis & Market Share, 2020 & 2028
7.3 SMEs
7.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
7.4 Large Enterprises
7.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
Chapter 8. Recommendation Engine Market: End-use Estimates and Trend Analysis
8.1 Market Size Estimates & Forecasts and Trend Analysis, 2016 - 2028 (USD Million)
8.2 End-use Movement Analysis & Market Share, 2020 & 2028
8.3 Information Technology
8.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.4 Healthcare
8.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.5 Retail
8.5.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.6 BFSI
8.6.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.7 Media & Entertainment
8.7.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.8 Others
8.8.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.2 End-use Movement Analysis & Market Share, 2020 & 2028
8.3 Information Technology
8.3.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.4 Healthcare
8.4.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.5 Retail
8.5.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.6 BFSI
8.6.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.7 Media & Entertainment
8.7.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
8.8 Others
8.8.1 Market size estimates and forecasts, 2016 - 2028 (USD Million)
Chapter 9. Recommendation Engine Market: Regional Estimates & Trend Analysis
9.1 Recommendation engine market by region, 2020 & 2028
9.2 Regional Movement Analysis & Market Share, 2020 & 2028
9.3 North America
9.3.1 North America recommendation engine market, 2016 to 2028 (USD Million)
9.3.2 North America recommendation engine market, by type, 2016 to 2028 (USD Million)
9.3.3 North America recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.3.4 North America recommendation engine market, by application, 2016 to 2028 (USD Million)
9.3.5 North America recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.3.6 North America recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.3.7 U.S.
9.3.7.1 U.S. recommendation engine market, by type, 2016 to 2028 (USD Million)
9.3.7.2 U.S. recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.3.7.3 U.S. recommendation engine market, by application, 2016 to 2028 (USD Million)
9.3.7.4 U.S. recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.3.7.5 U.S. recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.3.8 Canada
9.3.8.1 Canada recommendation engine market, by type, 2016 to 2028 (USD Million)
9.3.8.2 Canada recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.3.8.3 Canada recommendation engine market, by application, 2016 to 2028 (USD Million)
9.3.8.4 Canada recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.3.8.5 Canada recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4 Europe
9.4.1 Europe recommendation engine market, 2016 to 2028 (USD Million)
9.4.2 Europe recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.3 Europe recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.4 Europe recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.5 Europe recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.6 Europe recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4.7 U.K.
9.4.7.1 U.K. recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.7.2 U.K. recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.7.3 U.K. recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.7.4 U.K. recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.7.5 U.K. recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4.8 Germany
9.4.8.1 Germany recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.8.2 Germany recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.8.3 Germany recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.8.4 Germany recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.8.5 Germany recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4.9 France
9.4.9.1 France recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.9.2 France recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.9.3 France recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.9.4 France recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.9.5 France recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4.10 Italy
9.4.10.1 Italy recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.10.2 Italy recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.10.3 Italy recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.10.4 Italy recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.10.5 Italy recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.5 Asia Pacific
9.5.1 Asia Pacific recommendation engine market, 2016 to 2028 (USD Million)
9.5.2 Asia Pacific recommendation engine market, by type, 2016 to 2028 (USD Million)
9.5.3 Asia Pacific recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.5.4 Asia Pacific recommendation engine market, by application, 2016 to 2028 (USD Million)
9.5.5 Asia Pacific recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.5.6 Asia Pacific recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.5.7 China
9.5.7.1 China recommendation engine market, by type, 2016 to 2028 (USD Million)
9.5.7.2 China recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.5.7.3 China recommendation engine market, by application, 2016 to 2028 (USD Million)
9.5.7.4 China recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.5.7.5 China recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.5.8 India
9.5.8.1 India recommendation engine market, by type, 2016 to 2028 (USD Million)
9.5.8.2 India recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.5.8.3 India recommendation engine market, by application, 2016 to 2028 (USD Million)
9.5.8.4 India recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.5.8.5 India recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.5.9 Japan
9.5.9.1 Japan recommendation engine market, by type, 2016 to 2028 (USD Million)
9.5.9.2 Japan recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.5.9.3 Japan recommendation engine market, by application, 2016 to 2028 (USD Million)
9.5.9.4 Japan recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.5.9.5 Japan recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.6 Latin America
9.6.1 Latin America recommendation engine market, 2016 to 2028 (USD Million)
9.6.2 Latin America recommendation engine market, by type, 2016 to 2028 (USD Million)
9.6.3 Latin America recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.6.4 Latin America recommendation engine market, by application, 2016 to 2028 (USD Million)
9.6.5 Latin America recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.6.6 Latin America recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.6.7 Brazil
9.6.7.1 Brazil recommendation engine market, by type, 2016 to 2028 (USD Million)
9.6.7.2 Brazil recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.6.7.3 Brazil recommendation engine market, by application, 2016 to 2028 (USD Million)
9.6.7.4 Brazil recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.6.7.5 Brazil recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.6.8 Mexico
9.6.8.1 Mexico recommendation engine market, by type, 2016 to 2028 (USD Million)
9.6.8.2 Mexico recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.6.8.3 Mexico recommendation engine market, by application, 2016 to 2028 (USD Million)
9.6.8.4 Mexico recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.6.8.5 Mexico recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.7 Middle East & Africa (MEA)
9.7.1 Middle East & Africa (MEA) recommendation engine market, 2016 to 2028 (USD Million)
9.7.2 Middle East & Africa (MEA) recommendation engine market, by type, 2016 to 2028 (USD Million)
9.7.3 Middle East & Africa (MEA) recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.7.4 Middle East & Africa (MEA) recommendation engine market, by application, 2016 to 2028 (USD Million)
9.7.5 Middle East & Africa (MEA) recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.7.6 Middle East & Africa (MEA) recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.2 Regional Movement Analysis & Market Share, 2020 & 2028
9.3 North America
9.3.1 North America recommendation engine market, 2016 to 2028 (USD Million)
9.3.2 North America recommendation engine market, by type, 2016 to 2028 (USD Million)
9.3.3 North America recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.3.4 North America recommendation engine market, by application, 2016 to 2028 (USD Million)
9.3.5 North America recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.3.6 North America recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.3.7 U.S.
9.3.7.1 U.S. recommendation engine market, by type, 2016 to 2028 (USD Million)
9.3.7.2 U.S. recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.3.7.3 U.S. recommendation engine market, by application, 2016 to 2028 (USD Million)
9.3.7.4 U.S. recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.3.7.5 U.S. recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.3.8 Canada
9.3.8.1 Canada recommendation engine market, by type, 2016 to 2028 (USD Million)
9.3.8.2 Canada recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.3.8.3 Canada recommendation engine market, by application, 2016 to 2028 (USD Million)
9.3.8.4 Canada recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.3.8.5 Canada recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4 Europe
9.4.1 Europe recommendation engine market, 2016 to 2028 (USD Million)
9.4.2 Europe recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.3 Europe recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.4 Europe recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.5 Europe recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.6 Europe recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4.7 U.K.
9.4.7.1 U.K. recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.7.2 U.K. recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.7.3 U.K. recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.7.4 U.K. recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.7.5 U.K. recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4.8 Germany
9.4.8.1 Germany recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.8.2 Germany recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.8.3 Germany recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.8.4 Germany recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.8.5 Germany recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4.9 France
9.4.9.1 France recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.9.2 France recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.9.3 France recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.9.4 France recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.9.5 France recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.4.10 Italy
9.4.10.1 Italy recommendation engine market, by type, 2016 to 2028 (USD Million)
9.4.10.2 Italy recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.4.10.3 Italy recommendation engine market, by application, 2016 to 2028 (USD Million)
9.4.10.4 Italy recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.4.10.5 Italy recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.5 Asia Pacific
9.5.1 Asia Pacific recommendation engine market, 2016 to 2028 (USD Million)
9.5.2 Asia Pacific recommendation engine market, by type, 2016 to 2028 (USD Million)
9.5.3 Asia Pacific recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.5.4 Asia Pacific recommendation engine market, by application, 2016 to 2028 (USD Million)
9.5.5 Asia Pacific recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.5.6 Asia Pacific recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.5.7 China
9.5.7.1 China recommendation engine market, by type, 2016 to 2028 (USD Million)
9.5.7.2 China recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.5.7.3 China recommendation engine market, by application, 2016 to 2028 (USD Million)
9.5.7.4 China recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.5.7.5 China recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.5.8 India
9.5.8.1 India recommendation engine market, by type, 2016 to 2028 (USD Million)
9.5.8.2 India recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.5.8.3 India recommendation engine market, by application, 2016 to 2028 (USD Million)
9.5.8.4 India recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.5.8.5 India recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.5.9 Japan
9.5.9.1 Japan recommendation engine market, by type, 2016 to 2028 (USD Million)
9.5.9.2 Japan recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.5.9.3 Japan recommendation engine market, by application, 2016 to 2028 (USD Million)
9.5.9.4 Japan recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.5.9.5 Japan recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.6 Latin America
9.6.1 Latin America recommendation engine market, 2016 to 2028 (USD Million)
9.6.2 Latin America recommendation engine market, by type, 2016 to 2028 (USD Million)
9.6.3 Latin America recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.6.4 Latin America recommendation engine market, by application, 2016 to 2028 (USD Million)
9.6.5 Latin America recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.6.6 Latin America recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.6.7 Brazil
9.6.7.1 Brazil recommendation engine market, by type, 2016 to 2028 (USD Million)
9.6.7.2 Brazil recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.6.7.3 Brazil recommendation engine market, by application, 2016 to 2028 (USD Million)
9.6.7.4 Brazil recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.6.7.5 Brazil recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.6.8 Mexico
9.6.8.1 Mexico recommendation engine market, by type, 2016 to 2028 (USD Million)
9.6.8.2 Mexico recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.6.8.3 Mexico recommendation engine market, by application, 2016 to 2028 (USD Million)
9.6.8.4 Mexico recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.6.8.5 Mexico recommendation engine market, by end use, 2016 to 2028 (USD Million)
9.7 Middle East & Africa (MEA)
9.7.1 Middle East & Africa (MEA) recommendation engine market, 2016 to 2028 (USD Million)
9.7.2 Middle East & Africa (MEA) recommendation engine market, by type, 2016 to 2028 (USD Million)
9.7.3 Middle East & Africa (MEA) recommendation engine market, by deployment, 2016 to 2028 (USD Million)
9.7.4 Middle East & Africa (MEA) recommendation engine market, by application, 2016 to 2028 (USD Million)
9.7.5 Middle East & Africa (MEA) recommendation engine market, by organization, 2016 to 2028 (USD Million)
9.7.6 Middle East & Africa (MEA) recommendation engine market, by end use, 2016 to 2028 (USD Million)
Chapter 10. Competitive Analysis
10.1 Key Competitor Ranking Analysis, 2020
10.2 Recent Developments & Impact Analysis, by Key Market Participants
10.2 Recent Developments & Impact Analysis, by Key Market Participants
Chapter 11. Competitive Landscape
11.1 Adobe
11.1.1 Company overview
11.1.2 Financial performance
11.1.3 Product benchmarking
11.1.4 Recent developments
11.2 Amazon Web Services, Inc.
11.2.1 Company overview
11.2.2 Financial performance
11.2.3 Product benchmarking
11.2.4 Recent developments
11.3 Google LLC
11.3.1 Company overview
11.3.2 Financial performance
11.3.3 Product benchmarking
11.3.4 Recent developments
11.4 Hewlett Packard Enterprise Development LP
11.4.1 Company overview
11.4.2 Financial performance
11.4.3 Product benchmarking
11.4.4 Recent developments
11.5 International Business Machines Corporation
11.5.1 Company overview
11.5.2 Financial performance
11.5.3 Product benchmarking
11.5.4 Recent developments
11.6 Intel Corporation
11.6.1 Company overview
11.6.2 Financial performance
11.6.3 Product benchmarking
11.6.4 Recent developments
11.7 Microsoft Corporation
11.7.1 Company overview
11.7.2 Financial performance
11.7.3 Product benchmarking
11.7.4 Recent developments
11.8 Oracle
11.8.1 Company overview
11.8.2 Financial performance
11.8.3 Product benchmarking
11.8.4 Recent developments
11.9 Salesforce.com, Inc.
11.9.1 Company overview
11.9.2 Financial performance
11.9.3 Product benchmarking
11.9.4 Recent developments
11.10 SAP
11.10.1 Company overview
11.10.2 Financial performance
11.10.3 Product benchmarking
11.10.4 Recent developments
11.1.1 Company overview
11.1.2 Financial performance
11.1.3 Product benchmarking
11.1.4 Recent developments
11.2 Amazon Web Services, Inc.
11.2.1 Company overview
11.2.2 Financial performance
11.2.3 Product benchmarking
11.2.4 Recent developments
11.3 Google LLC
11.3.1 Company overview
11.3.2 Financial performance
11.3.3 Product benchmarking
11.3.4 Recent developments
11.4 Hewlett Packard Enterprise Development LP
11.4.1 Company overview
11.4.2 Financial performance
11.4.3 Product benchmarking
11.4.4 Recent developments
11.5 International Business Machines Corporation
11.5.1 Company overview
11.5.2 Financial performance
11.5.3 Product benchmarking
11.5.4 Recent developments
11.6 Intel Corporation
11.6.1 Company overview
11.6.2 Financial performance
11.6.3 Product benchmarking
11.6.4 Recent developments
11.7 Microsoft Corporation
11.7.1 Company overview
11.7.2 Financial performance
11.7.3 Product benchmarking
11.7.4 Recent developments
11.8 Oracle
11.8.1 Company overview
11.8.2 Financial performance
11.8.3 Product benchmarking
11.8.4 Recent developments
11.9 Salesforce.com, Inc.
11.9.1 Company overview
11.9.2 Financial performance
11.9.3 Product benchmarking
11.9.4 Recent developments
11.10 SAP
11.10.1 Company overview
11.10.2 Financial performance
11.10.3 Product benchmarking
11.10.4 Recent developments
List of Tables
Table 1 Recommendation engine market size estimates & forecasts, 2016 - 2028 (USD Million)
Table 2 Recommendation engine market, by region, 2016 - 2028 (USD Million)
Table 3 Recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 4 Recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 5 Recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 6 Recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 7 Recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 8 Key market driver impact
Table 9 Key market restraint/challenges impact
Table 10 Recommendation engine market for collaborative filtering by region, 2016 - 2028 (USD Million)
Table 11 Recommendation engine market for content-based filtering, by region, 2016 - 2028 (USD Million)
Table 12 Recommendation engine market for hybrid recommendation, by region, 2016 - 2028 (USD Million)
Table 13 Recommendation engine market for on-premise, by region, 2016 - 2028 (USD Million)
Table 14 Recommendation engine market for cloud, by region, 2016 - 2028 (USD Million)
Table 15 Recommendation engine market for personalized campaigns and customer delivery, by region, 2016 - 2028 (USD Million)
Table 16 Recommendation engine market for strategy operations and planning, by region, 2016 - 2028 (USD Million)
Table 17 Recommendation engine market for product planning and proactive asset management, by region, 2016 - 2028 (USD Million)
Table 18 Recommendation engine market for SMEs, by region, 2016 - 2028 (USD Million)
Table 19 Recommendation engine market for large enterprise, by region, 2016 - 2028 (USD Million)
Table 20 Recommendation engine market for information technology, by region, 2016 - 2028 (USD Million)
Table 21 Recommendation engine market for healthcare, by region, 2016 - 2028 (USD Million)
Table 22 Recommendation engine market for retail, by region, 2016 - 2028 (USD Million)
Table 23 Recommendation engine market for BFSI, by region, 2016 - 2028 (USD Million)
Table 24 Recommendation engine market for Media & Entertainment, by region, 2016 - 2028 (USD Million)
Table 25 Recommendation engine market for others, by region, 2016 - 2028 (USD Million)
Table 26 North America recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 27 North America recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 28 North America recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 29 North America recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 30 North America recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 31 U.S. recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 32 U.S. recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 33 U.S. recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 34 U.S. recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 35 U.S. recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 36 Canada recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 37 Canada recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 38 Canada recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 39 Canada recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 40 Canada recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 41 Europe recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 42 Europe recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 43 Europe recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 44 Europe recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 45 Europe recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 46 U.K. recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 47 U.K. recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 48 U.K. recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 49 U.K. recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 50 U.K. recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 51 Germany recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 52 Germany recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 53 Germany recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 54 Germany recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 55 Germany recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 56 France recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 57 France recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 58 France recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 59 France recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 60 France recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 61 Italy recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 62 Italy recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 63 Italy recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 64 Italy recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 65 Italy recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 66 Asia Pacific recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 67 Asia Pacific recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 68 Asia Pacific recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 69 Asia Pacific recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 70 Asia Pacific recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 71 China recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 72 China recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 73 China recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 74 China recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 75 China recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 76 India recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 77 India recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 78 India recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 79 India recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 80 India recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 81 Japan recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 82 Japan recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 83 Japan recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 84 Japan recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 85 Japan recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 86 Latin America recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 87 Latin America recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 88 Latin America recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 89 Latin America recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 90 Latin America recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 91 Brazil recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 92 Brazil recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 93 Brazil recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 94 Brazil recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 95 Brazil recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 96 Mexico recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 97 Mexico recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 98 Mexico recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 99 Mexico recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 100 Mexico recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 101 Middle East & Africa (MEA) recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 102 Middle East & Africa (MEA) recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 103 Middle East & Africa (MEA) recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 104 Middle East & Africa (MEA) recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 105 Middle East & Africa (MEA) recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 2 Recommendation engine market, by region, 2016 - 2028 (USD Million)
Table 3 Recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 4 Recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 5 Recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 6 Recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 7 Recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 8 Key market driver impact
Table 9 Key market restraint/challenges impact
Table 10 Recommendation engine market for collaborative filtering by region, 2016 - 2028 (USD Million)
Table 11 Recommendation engine market for content-based filtering, by region, 2016 - 2028 (USD Million)
Table 12 Recommendation engine market for hybrid recommendation, by region, 2016 - 2028 (USD Million)
Table 13 Recommendation engine market for on-premise, by region, 2016 - 2028 (USD Million)
Table 14 Recommendation engine market for cloud, by region, 2016 - 2028 (USD Million)
Table 15 Recommendation engine market for personalized campaigns and customer delivery, by region, 2016 - 2028 (USD Million)
Table 16 Recommendation engine market for strategy operations and planning, by region, 2016 - 2028 (USD Million)
Table 17 Recommendation engine market for product planning and proactive asset management, by region, 2016 - 2028 (USD Million)
Table 18 Recommendation engine market for SMEs, by region, 2016 - 2028 (USD Million)
Table 19 Recommendation engine market for large enterprise, by region, 2016 - 2028 (USD Million)
Table 20 Recommendation engine market for information technology, by region, 2016 - 2028 (USD Million)
Table 21 Recommendation engine market for healthcare, by region, 2016 - 2028 (USD Million)
Table 22 Recommendation engine market for retail, by region, 2016 - 2028 (USD Million)
Table 23 Recommendation engine market for BFSI, by region, 2016 - 2028 (USD Million)
Table 24 Recommendation engine market for Media & Entertainment, by region, 2016 - 2028 (USD Million)
Table 25 Recommendation engine market for others, by region, 2016 - 2028 (USD Million)
Table 26 North America recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 27 North America recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 28 North America recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 29 North America recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 30 North America recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 31 U.S. recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 32 U.S. recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 33 U.S. recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 34 U.S. recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 35 U.S. recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 36 Canada recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 37 Canada recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 38 Canada recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 39 Canada recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 40 Canada recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 41 Europe recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 42 Europe recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 43 Europe recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 44 Europe recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 45 Europe recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 46 U.K. recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 47 U.K. recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 48 U.K. recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 49 U.K. recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 50 U.K. recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 51 Germany recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 52 Germany recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 53 Germany recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 54 Germany recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 55 Germany recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 56 France recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 57 France recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 58 France recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 59 France recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 60 France recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 61 Italy recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 62 Italy recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 63 Italy recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 64 Italy recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 65 Italy recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 66 Asia Pacific recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 67 Asia Pacific recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 68 Asia Pacific recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 69 Asia Pacific recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 70 Asia Pacific recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 71 China recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 72 China recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 73 China recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 74 China recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 75 China recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 76 India recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 77 India recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 78 India recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 79 India recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 80 India recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 81 Japan recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 82 Japan recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 83 Japan recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 84 Japan recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 85 Japan recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 86 Latin America recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 87 Latin America recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 88 Latin America recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 89 Latin America recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 90 Latin America recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 91 Brazil recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 92 Brazil recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 93 Brazil recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 94 Brazil recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 95 Brazil recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 96 Mexico recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 97 Mexico recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 98 Mexico recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 99 Mexico recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 100 Mexico recommendation engine market, by end use, 2016 - 2028 (USD Million)
Table 101 Middle East & Africa (MEA) recommendation engine market, by type, 2016 - 2028 (USD Million)
Table 102 Middle East & Africa (MEA) recommendation engine market, by deployment, 2016 - 2028 (USD Million)
Table 103 Middle East & Africa (MEA) recommendation engine market, by application, 2016 - 2028 (USD Million)
Table 104 Middle East & Africa (MEA) recommendation engine market, by organization, 2016 - 2028 (USD Million)
Table 105 Middle East & Africa (MEA) recommendation engine market, by end use, 2016 - 2028 (USD Million)
List of Figures
Fig. 1 Information procurement
Fig. 2 Primary research pattern
Fig. 3 Primary research process
Fig. 4 Market formulation and data visualization
Fig. 5 Industry snapshot
Fig. 6 Penetration & growth prospects mapping
Fig. 7 Market dynamics
Fig. 8 PEST analysis
Fig. 9 Recommendation engine market, by type, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 10 Type movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 11 Recommendation engine market, by deployment, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 12 Deployment movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 13 Recommendation engine market, by application, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 14 Application movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 15 Recommendation engine market, by organization, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 16 Organization movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 17 Recommendation engine market, by end use, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 18 End-use movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 19 Recommendation engine market by region, 2020 & 2028 Revenue (USD Million)
Fig. 20 Regional movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 21 North America recommendation engine market- Key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 22 North America recommendation engine market, 2016 to 2028 (USD Million)
Fig. 23 Europe recommendation engine market- Key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 24 Europe recommendation engine market, 2016 to 2028 (USD Million)
Fig. 25 Asia Pacific recommendation engine market- Key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 26 Asia Pacific recommendation engine market, 2016 to 2028 (USD Million)
Fig. 27 Latin America recommendation engine market- key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 28 Latin America recommendation engine market, 2016 to 2028 (USD Million)
Fig. 29 MEA recommendation engine market- key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 30 Middle East & Africa (MEA) recommendation engine market, 2016 to 2028 (USD Million)
Fig. 2 Primary research pattern
Fig. 3 Primary research process
Fig. 4 Market formulation and data visualization
Fig. 5 Industry snapshot
Fig. 6 Penetration & growth prospects mapping
Fig. 7 Market dynamics
Fig. 8 PEST analysis
Fig. 9 Recommendation engine market, by type, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 10 Type movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 11 Recommendation engine market, by deployment, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 12 Deployment movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 13 Recommendation engine market, by application, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 14 Application movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 15 Recommendation engine market, by organization, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 16 Organization movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 17 Recommendation engine market, by end use, key takeaways, 2016 - 2028 Revenue (USD Million)
Fig. 18 End-use movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 19 Recommendation engine market by region, 2020 & 2028 Revenue (USD Million)
Fig. 20 Regional movement analysis & market share, 2020 & 2028 Revenue (USD Million)
Fig. 21 North America recommendation engine market- Key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 22 North America recommendation engine market, 2016 to 2028 (USD Million)
Fig. 23 Europe recommendation engine market- Key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 24 Europe recommendation engine market, 2016 to 2028 (USD Million)
Fig. 25 Asia Pacific recommendation engine market- Key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 26 Asia Pacific recommendation engine market, 2016 to 2028 (USD Million)
Fig. 27 Latin America recommendation engine market- key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 28 Latin America recommendation engine market, 2016 to 2028 (USD Million)
Fig. 29 MEA recommendation engine market- key takeaways, 2020 & 2028 Revenue (USD Million)
Fig. 30 Middle East & Africa (MEA) recommendation engine market, 2016 to 2028 (USD Million)
Companies Mentioned
- Adobe
- Amazon Web Services, Inc.
- Google LLC
- Hewlett Packard Enterprise Development LP
- International Business Machines Corporation
- Intel Corporation
- Microsoft Corporation
- Oracle
- Salesforce.com, Inc.
- SAP
Methodology
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