1 Preface
2 Scope and Methodology
2.1 Objectives of the Study
2.2 Stakeholders
2.3 Data Sources
2.3.1 Primary Sources
2.3.2 Secondary Sources
2.4 Market Estimation
2.4.1 Bottom-Up Approach
2.4.2 Top-Down Approach
2.5 Forecasting Methodology
3 Executive Summary
4 Introduction
4.1 Overview
4.2 Key Industry Trends
5 Global Recommendation Engine Market
5.1 Market Overview
5.2 Market Performance
5.3 Impact of COVID-19
5.4 Market Forecast
6 Market Breakup by Type
6.1 Collaborative Filtering
6.1.1 Market Trends
6.1.2 Market Forecast
6.2 Content-based Filtering
6.2.1 Market Trends
6.2.2 Market Forecast
6.3 Hybrid Recommendation Systems
6.3.1 Market Trends
6.3.2 Market Forecast
6.4 Others
6.4.1 Market Trends
6.4.2 Market Forecast
7 Market Breakup by Technology
7.1 Context Aware
7.1.1 Market Trends
7.1.2 Market Forecast
7.2 Geospatial Aware
7.2.1 Market Trends
7.2.2 Market Forecast
8 Market Breakup by Deployment Mode
8.1 On-premises
8.1.1 Market Trends
8.1.2 Market Forecast
8.2 Cloud-based
8.2.1 Market Trends
8.2.2 Market Forecast
9 Market Breakup by Application
9.1 Strategy and Operations Planning
9.1.1 Market Trends
9.1.2 Market Forecast
9.2 Product Planning and Proactive Asset Management
9.2.1 Market Trends
9.2.2 Market Forecast
9.3 Personalized Campaigns and Customer Discovery
9.3.1 Market Trends
9.3.2 Market Forecast
10 Market Breakup by End User
10.1 IT and Telecommunication
10.1.1 Market Trends
10.1.2 Market Forecast
10.2 BFSI
10.2.1 Market Trends
10.2.2 Market Forecast
10.3 Retail
10.3.1 Market Trends
10.3.2 Market Forecast
10.4 Media and Entertainment
10.4.1 Market Trends
10.4.2 Market Forecast
10.5 Healthcare
10.5.1 Market Trends
10.5.2 Market Forecast
10.6 Others
10.6.1 Market Trends
10.6.2 Market Forecast
11 Market Breakup by Region
11.1 North America
11.1.1 United States
11.1.1.1 Market Trends
11.1.1.2 Market Forecast
11.1.2 Canada
11.1.2.1 Market Trends
11.1.2.2 Market Forecast
11.2 Asia-Pacific
11.2.1 China
11.2.1.1 Market Trends
11.2.1.2 Market Forecast
11.2.2 Japan
11.2.2.1 Market Trends
11.2.2.2 Market Forecast
11.2.3 India
11.2.3.1 Market Trends
11.2.3.2 Market Forecast
11.2.4 South Korea
11.2.4.1 Market Trends
11.2.4.2 Market Forecast
11.2.5 Australia
11.2.5.1 Market Trends
11.2.5.2 Market Forecast
11.2.6 Indonesia
11.2.6.1 Market Trends
11.2.6.2 Market Forecast
11.2.7 Others
11.2.7.1 Market Trends
11.2.7.2 Market Forecast
11.3 Europe
11.3.1 Germany
11.3.1.1 Market Trends
11.3.1.2 Market Forecast
11.3.2 France
11.3.2.1 Market Trends
11.3.2.2 Market Forecast
11.3.3 United Kingdom
11.3.3.1 Market Trends
11.3.3.2 Market Forecast
11.3.4 Italy
11.3.4.1 Market Trends
11.3.4.2 Market Forecast
11.3.5 Spain
11.3.5.1 Market Trends
11.3.5.2 Market Forecast
11.3.6 Russia
11.3.6.1 Market Trends
11.3.6.2 Market Forecast
11.3.7 Others
11.3.7.1 Market Trends
11.3.7.2 Market Forecast
11.4 Latin America
11.4.1 Brazil
11.4.1.1 Market Trends
11.4.1.2 Market Forecast
11.4.2 Mexico
11.4.2.1 Market Trends
11.4.2.2 Market Forecast
11.4.3 Others
11.4.3.1 Market Trends
11.4.3.2 Market Forecast
11.5 Middle East and Africa
11.5.1 Market Trends
11.5.2 Market Breakup by Country
11.5.3 Market Forecast
12 SWOT Analysis
12.1 Overview
12.2 Strengths
12.3 Weaknesses
12.4 Opportunities
12.5 Threats
13 Value Chain Analysis
14 Porters Five Forces Analysis
14.1 Overview
14.2 Bargaining Power of Buyers
14.3 Bargaining Power of Suppliers
14.4 Degree of Competition
14.5 Threat of New Entrants
14.6 Threat of Substitutes
15 Price Analysis
16 Competitive Landscape
16.1 Market Structure
16.2 Key Players
16.3 Profiles of Key Players
16.3.1 Adobe Inc.
16.3.1.1 Company Overview
16.3.1.2 Product Portfolio
16.3.1.3 Financials
16.3.1.4 SWOT Analysis
16.3.2 Amazon.com Inc.
16.3.2.1 Company Overview
16.3.2.2 Product Portfolio
16.3.2.3 Financials
16.3.2.4 SWOT Analysis
16.3.3 Dynamic Yield (McDonald's)
16.3.3.1 Company Overview
16.3.3.2 Product Portfolio
16.3.4 Google LLC (Alphabet Inc.)
16.3.4.1 Company Overview
16.3.4.2 Product Portfolio
16.3.4.3 SWOT Analysis
16.3.5 Hewlett Packard Enterprise Development LP
16.3.5.1 Company Overview
16.3.5.2 Product Portfolio
16.3.5.3 Financials
16.3.5.4 SWOT Analysis
16.3.6 Intel Corporation
16.3.6.1 Company Overview
16.3.6.2 Product Portfolio
16.3.6.3 Financials
16.3.6.4 SWOT Analysis
16.3.7 International Business Machines Corporation
16.3.7.1 Company Overview
16.3.7.2 Product Portfolio
16.3.7.3 Financials
16.3.7.4 SWOT Analysis
16.3.8 Kibo Software Inc.
16.3.8.1 Company Overview
16.3.8.2 Product Portfolio
16.3.9 Microsoft Corporation
16.3.9.1 Company Overview
16.3.9.2 Product Portfolio
16.3.9.3 Financials
16.3.9.4 SWOT Analysis
16.3.10 Oracle Corporation
16.3.10.1 Company Overview
16.3.10.2 Product Portfolio
16.3.10.3 Financials
16.3.10.4 SWOT Analysis
16.3.11 Recolize GmbH
16.3.11.1 Company Overview
16.3.11.2 Product Portfolio
16.3.12 Salesforce.com Inc.
16.3.12.1 Company Overview
16.3.12.2 Product Portfolio
16.3.12.3 Financials
16.3.12.4 SWOT Analysis
16.3.13 SAP SE
16.3.13.1 Company Overview
16.3.13.2 Product Portfolio
16.3.13.3 Financials
16.3.13.4 SWOT Analysis
List of Figures
Figure 1: Global: Recommendation Engine Market: Major Drivers and Challenges
Figure 2: Global: Recommendation Engine Market: Sales Value (in Billion US$), 2018-2023
Figure 3: Global: Recommendation Engine Market Forecast: Sales Value (in Billion US$), 2024-2032
Figure 4: Global: Recommendation Engine Market: Breakup by Type (in %), 2023
Figure 5: Global: Recommendation Engine Market: Breakup by Technology (in %), 2023
Figure 6: Global: Recommendation Engine Market: Breakup by Deployment Mode (in %), 2023
Figure 7: Global: Recommendation Engine Market: Breakup by Application (in %), 2023
Figure 8: Global: Recommendation Engine Market: Breakup by End User (in %), 2023
Figure 9: Global: Recommendation Engine Market: Breakup by Region (in %), 2023
Figure 10: Global: Recommendation Engine (Collaborative Filtering) Market: Sales Value (in Million US$), 2018 & 2023
Figure 11: Global: Recommendation Engine (Collaborative Filtering) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 12: Global: Recommendation Engine (Content-based Filtering) Market: Sales Value (in Million US$), 2018 & 2023
Figure 13: Global: Recommendation Engine (Content-based Filtering) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 14: Global: Recommendation Engine (Hybrid Recommendation Systems) Market: Sales Value (in Million US$), 2018 & 2023
Figure 15: Global: Recommendation Engine (Hybrid Recommendation Systems) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 16: Global: Recommendation Engine (Other Types) Market: Sales Value (in Million US$), 2018 & 2023
Figure 17: Global: Recommendation Engine (Other Types) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 18: Global: Recommendation Engine (Context Aware) Market: Sales Value (in Million US$), 2018 & 2023
Figure 19: Global: Recommendation Engine (Context Aware) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 20: Global: Recommendation Engine (Geospatial Aware) Market: Sales Value (in Million US$), 2018 & 2023
Figure 21: Global: Recommendation Engine (Geospatial Aware) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 22: Global: Recommendation Engine (On-premises) Market: Sales Value (in Million US$), 2018 & 2023
Figure 23: Global: Recommendation Engine (On-premises) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 24: Global: Recommendation Engine (Cloud-based) Market: Sales Value (in Million US$), 2018 & 2023
Figure 25: Global: Recommendation Engine (Cloud-based) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 26: Global: Recommendation Engine (Strategy and Operations Planning) Market: Sales Value (in Million US$), 2018 & 2023
Figure 27: Global: Recommendation Engine (Strategy and Operations Planning) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 28: Global: Recommendation Engine (Product Planning and Proactive Asset Management) Market: Sales Value (in Million US$), 2018 & 2023
Figure 29: Global: Recommendation Engine (Product Planning and Proactive Asset Management) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 30: Global: Recommendation Engine (Personalized Campaigns and Customer Discovery) Market: Sales Value (in Million US$), 2018 & 2023
Figure 31: Global: Recommendation Engine (Personalized Campaigns and Customer Discovery) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 32: Global: Recommendation Engine (IT and Telecommunication) Market: Sales Value (in Million US$), 2018 & 2023
Figure 33: Global: Recommendation Engine (IT and Telecommunication) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 34: Global: Recommendation Engine (BFSI) Market: Sales Value (in Million US$), 2018 & 2023
Figure 35: Global: Recommendation Engine (BFSI) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 36: Global: Recommendation Engine (Retail) Market: Sales Value (in Million US$), 2018 & 2023
Figure 37: Global: Recommendation Engine (Retail) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 38: Global: Recommendation Engine (Media and Entertainment) Market: Sales Value (in Million US$), 2018 & 2023
Figure 39: Global: Recommendation Engine (Media and Entertainment) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 40: Global: Recommendation Engine (Healthcare) Market: Sales Value (in Million US$), 2018 & 2023
Figure 41: Global: Recommendation Engine (Healthcare) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 42: Global: Recommendation Engine (Other End Users) Market: Sales Value (in Million US$), 2018 & 2023
Figure 43: Global: Recommendation Engine (Other End Users) Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 44: North America: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 45: North America: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 46: United States: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 47: United States: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 48: Canada: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 49: Canada: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 50: Asia-Pacific: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 51: Asia-Pacific: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 52: China: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 53: China: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 54: Japan: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 55: Japan: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 56: India: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 57: India: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 58: South Korea: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 59: South Korea: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 60: Australia: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 61: Australia: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 62: Indonesia: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 63: Indonesia: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 64: Others: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 65: Others: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 66: Europe: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 67: Europe: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 68: Germany: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 69: Germany: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 70: France: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 71: France: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 72: United Kingdom: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 73: United Kingdom: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 74: Italy: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 75: Italy: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 76: Spain: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 77: Spain: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 78: Russia: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 79: Russia: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 80: Others: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 81: Others: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 82: Latin America: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 83: Latin America: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 84: Brazil: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 85: Brazil: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 86: Mexico: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 87: Mexico: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 88: Others: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 89: Others: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 90: Middle East and Africa: Recommendation Engine Market: Sales Value (in Million US$), 2018 & 2023
Figure 91: Middle East and Africa: Recommendation Engine Market: Breakup by Country (in %), 2023
Figure 92: Middle East and Africa: Recommendation Engine Market Forecast: Sales Value (in Million US$), 2024-2032
Figure 93: Global: Recommendation Engine Industry: SWOT Analysis
Figure 94: Global: Recommendation Engine Industry: Value Chain Analysis
Figure 95: Global: Recommendation Engine Industry: Porter's Five Forces Analysis
List of Tables
Table 1: Global: Recommendation Engine Market: Key Industry Highlights, 2023 and 2032
Table 2: Global: Recommendation Engine Market Forecast: Breakup by Type (in Million US$), 2024-2032
Table 3: Global: Recommendation Engine Market Forecast: Breakup by Technology (in Million US$), 2024-2032
Table 4: Global: Recommendation Engine Market Forecast: Breakup by Deployment Mode (in Million US$), 2024-2032
Table 5: Global: Recommendation Engine Market Forecast: Breakup by Application (in Million US$), 2024-2032
Table 6: Global: Recommendation Engine Market Forecast: Breakup by End User (in Million US$), 2024-2032
Table 7: Global: Recommendation Engine Market Forecast: Breakup by Region (in Million US$), 2024-2032
Table 8: Global: Recommendation Engine Market: Competitive Structure
Table 9: Global: Recommendation Engine Market: Key Players