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Federated Learning Market 2025-2029

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    Report

  • 255 Pages
  • July 2025
  • Region: Global
  • TechNavio
  • ID: 6103395
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The federated learning market is forecasted to grow by USD 301.1 million during 2024-2029, accelerating at a CAGR of 15.9% during the forecast period. The report on the federated learning market provides a holistic analysis, market size and forecast, trends, growth drivers, and challenges, as well as vendor analysis covering around 25 vendors.

The report offers an up-to-date analysis regarding the current market scenario, the latest trends and drivers, and the overall market environment. The market is driven by increasingly stringent data privacy regulations and growing privacy concerns, need for collaborative ai and overcoming data silos, and proliferation of edge computing and internet of things (IoT).

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market size data, segment with regional analysis and vendor landscape in addition to an analysis of the key companies. Reports have historic and forecast data.

The federated learning market is segmented as below:

By Deployment

  • Cloud
  • On-premises

By Type

  • Horizontal federated learning
  • Vertical federated learning
  • Federated transfer learning

By End-user

  • Healthcare
  • BFSI
  • Manufacturing
  • Automotive
  • IT and telecom

By Technology

  • Federated averaging
  • Differential privacy
  • Homomorphic encryption

By Geographical Landscape

  • North America
  • APAC
  • Europe
  • South America
  • Middle East and Africa
This study identifies the rise of vertical-specific federated learning platforms as one of the prime reasons driving the federated learning market growth during the next few years. Also, convergence of federated learning with other privacy-enhancing technologies and shift toward decentralized and serverless architectures will lead to sizable demand in the market.

The report on the federated learning market covers the following areas:

  • Federated Learning Market sizing
  • Federated Learning Market forecast
  • Federated Learning Market industry analysis
A robust vendor analysis within the report is designed to help clients improve their market position, and in line with this, this report provides a detailed analysis of several leading federated learning market vendors that include Alibaba Group Holding Ltd., Amazon Web Services Inc., Arcium, Bitfount, Consilient, Edge Delta, Flock, Flower Labs GmbH, Google LLC, Hewlett Packard Enterprise Co., Intel Corp., International Business Machines Corp., Microsoft Corp., NVIDIA Corp., Owkin Inc., Samsung SDS, Secure AI Labs, sherpa.ai, Snowflake Inc., and Symphony Innovation LLC. Also, the federated learning market analysis report includes information on upcoming trends and challenges that will influence market growth. This is to help companies strategize and leverage all forthcoming growth opportunities.

The report presents a detailed picture of the market by the way of study, synthesis, and summation of data from multiple sources by an analysis of key parameters such as profit, pricing, competition, and promotions. It presents various market facets by identifying the key industry influencers. The data presented is comprehensive, reliable, and a result of extensive primary and secondary research. The market research reports provide a complete competitive landscape and an in-depth vendor selection methodology and analysis using qualitative and quantitative research to forecast accurate market growth.

Table of Contents

1 Executive Summary
1.1 Market overview
  • Executive Summary - Chart on Market Overview
  • Executive Summary - Data Table on Market Overview
  • Executive Summary - Chart on Global Market Characteristics
  • Executive Summary - Chart on Market By Geographical Landscape
  • Executive Summary - Chart on Market Segmentation by Deployment
  • Executive Summary - Chart on Market Segmentation by Type
  • Executive Summary - Chart on Market Segmentation by End-user
  • Executive Summary - Chart on Market Segmentation by Technology
  • Executive Summary - Chart on Incremental Growth
  • Executive Summary - Data Table on Incremental Growth
  • Executive Summary - Chart on Company Market Positioning
2 Market Analysis
2.1 Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
2.2 Criticality of inputs and Factors of differentiation
  • Overview on criticality of inputs and factors of differentiation
2.3 Factors of disruption
  • Overview on factors of disruption
2.4 Impact of drivers and challenges
  • Impact of drivers and challenges in 2024 and 2029
3 Market Landscape
3.1 Market ecosystem
  • Parent Market
  • Data Table on - Parent Market
3.2 Market characteristics
  • Market characteristics analysis
3.3 Value chain analysis
  • Value chain analysis
4 Market Sizing
4.1 Market definition
  • Offerings of companies included in the market definition
4.2 Market segment analysis
  • Market segments
4.3 Market size 2024
4.4 Market outlook: Forecast for 2024-2029
  • Chart on Global - Market size and forecast 2024-2029 ($ million)
  • Data Table on Global - Market size and forecast 2024-2029 ($ million)
  • Chart on Global Market: Year-over-year growth 2024-2029 (%)
  • Data Table on Global Market: Year-over-year growth 2024-2029 (%)
5 Historic Market Size
5.1 Global Federated Learning Market 2019 - 2023
  • Historic Market Size - Data Table on Global Federated Learning Market 2019 - 2023 ($ million)
5.2 Deployment segment analysis 2019 - 2023
  • Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
5.3 Type segment analysis 2019 - 2023
  • Historic Market Size - Type Segment 2019 - 2023 ($ million)
5.4 End-user segment analysis 2019 - 2023
  • Historic Market Size - End-user Segment 2019 - 2023 ($ million)
5.5 Technology segment analysis 2019 - 2023
  • Historic Market Size - Technology Segment 2019 - 2023 ($ million)
5.6 Geography segment analysis 2019 - 2023
  • Historic Market Size - Geography Segment 2019 - 2023 ($ million)
5.7 Country segment analysis 2019 - 2023
  • Historic Market Size - Country Segment 2019 - 2023 ($ million)
6 Five Forces Analysis
6.1 Five forces summary
  • Five forces analysis - Comparison between 2024 and 2029
6.2 Bargaining power of buyers
  • Bargaining power of buyers - Impact of key factors 2024 and 2029
6.3 Bargaining power of suppliers
  • Bargaining power of suppliers - Impact of key factors in 2024 and 2029
6.4 Threat of new entrants
  • Threat of new entrants - Impact of key factors in 2024 and 2029
6.5 Threat of substitutes
  • Threat of substitutes - Impact of key factors in 2024 and 2029
6.6 Threat of rivalry
  • Threat of rivalry - Impact of key factors in 2024 and 2029
6.7 Market condition
  • Chart on Market condition - Five forces 2024 and 2029
7 Market Segmentation by Deployment
7.1 Market segments
  • Chart on Deployment - Market share 2024-2029 (%)
  • Data Table on Deployment - Market share 2024-2029 (%)
7.2 Comparison by Deployment
  • Chart on Comparison by Deployment
  • Data Table on Comparison by Deployment
7.3 Cloud - Market size and forecast 2024-2029
  • Chart on Cloud - Market size and forecast 2024-2029 ($ million)
  • Data Table on Cloud - Market size and forecast 2024-2029 ($ million)
  • Chart on Cloud - Year-over-year growth 2024-2029 (%)
  • Data Table on Cloud - Year-over-year growth 2024-2029 (%)
7.4 On-premises - Market size and forecast 2024-2029
  • Chart on On-premises - Market size and forecast 2024-2029 ($ million)
  • Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
  • Chart on On-premises - Year-over-year growth 2024-2029 (%)
  • Data Table on On-premises - Year-over-year growth 2024-2029 (%)
7.5 Market opportunity by Deployment
  • Market opportunity by Deployment ($ million)
  • Data Table on Market opportunity by Deployment ($ million)
8 Market Segmentation by Type
8.1 Market segments
  • Chart on Type - Market share 2024-2029 (%)
  • Data Table on Type - Market share 2024-2029 (%)
8.2 Comparison by Type
  • Chart on Comparison by Type
  • Data Table on Comparison by Type
8.3 Horizontal federated learning - Market size and forecast 2024-2029
  • Chart on Horizontal federated learning - Market size and forecast 2024-2029 ($ million)
  • Data Table on Horizontal federated learning - Market size and forecast 2024-2029 ($ million)
  • Chart on Horizontal federated learning - Year-over-year growth 2024-2029 (%)
  • Data Table on Horizontal federated learning - Year-over-year growth 2024-2029 (%)
8.4 Vertical federated learning - Market size and forecast 2024-2029
  • Chart on Vertical federated learning - Market size and forecast 2024-2029 ($ million)
  • Data Table on Vertical federated learning - Market size and forecast 2024-2029 ($ million)
  • Chart on Vertical federated learning - Year-over-year growth 2024-2029 (%)
  • Data Table on Vertical federated learning - Year-over-year growth 2024-2029 (%)
8.5 Federated transfer learning - Market size and forecast 2024-2029
  • Chart on Federated transfer learning - Market size and forecast 2024-2029 ($ million)
  • Data Table on Federated transfer learning - Market size and forecast 2024-2029 ($ million)
  • Chart on Federated transfer learning - Year-over-year growth 2024-2029 (%)
  • Data Table on Federated transfer learning - Year-over-year growth 2024-2029 (%)
8.6 Market opportunity by Type
  • Market opportunity by Type ($ million)
  • Data Table on Market opportunity by Type ($ million)
9 Market Segmentation by End-user
9.1 Market segments
  • Chart on End-user - Market share 2024-2029 (%)
  • Data Table on End-user - Market share 2024-2029 (%)
9.2 Comparison by End-user
  • Chart on Comparison by End-user
  • Data Table on Comparison by End-user
9.3 Healthcare - Market size and forecast 2024-2029
  • Chart on Healthcare - Market size and forecast 2024-2029 ($ million)
  • Data Table on Healthcare - Market size and forecast 2024-2029 ($ million)
  • Chart on Healthcare - Year-over-year growth 2024-2029 (%)
  • Data Table on Healthcare - Year-over-year growth 2024-2029 (%)
9.4 BFSI - Market size and forecast 2024-2029
  • Chart on BFSI - Market size and forecast 2024-2029 ($ million)
  • Data Table on BFSI - Market size and forecast 2024-2029 ($ million)
  • Chart on BFSI - Year-over-year growth 2024-2029 (%)
  • Data Table on BFSI - Year-over-year growth 2024-2029 (%)
9.5 Manufacturing - Market size and forecast 2024-2029
  • Chart on Manufacturing - Market size and forecast 2024-2029 ($ million)
  • Data Table on Manufacturing - Market size and forecast 2024-2029 ($ million)
  • Chart on Manufacturing - Year-over-year growth 2024-2029 (%)
  • Data Table on Manufacturing - Year-over-year growth 2024-2029 (%)
9.6 Automotive - Market size and forecast 2024-2029
  • Chart on Automotive - Market size and forecast 2024-2029 ($ million)
  • Data Table on Automotive - Market size and forecast 2024-2029 ($ million)
  • Chart on Automotive - Year-over-year growth 2024-2029 (%)
  • Data Table on Automotive - Year-over-year growth 2024-2029 (%)
9.7 IT and telecom - Market size and forecast 2024-2029
  • Chart on IT and telecom - Market size and forecast 2024-2029 ($ million)
  • Data Table on IT and telecom - Market size and forecast 2024-2029 ($ million)
  • Chart on IT and telecom - Year-over-year growth 2024-2029 (%)
  • Data Table on IT and telecom - Year-over-year growth 2024-2029 (%)
9.8 Market opportunity by End-user
  • Market opportunity by End-user ($ million)
  • Data Table on Market opportunity by End-user ($ million)
10 Market Segmentation by Technology
10.1 Market segments
  • Chart on Technology - Market share 2024-2029 (%)
  • Data Table on Technology - Market share 2024-2029 (%)
10.2 Comparison by Technology
  • Chart on Comparison by Technology
  • Data Table on Comparison by Technology
10.3 Federated averaging - Market size and forecast 2024-2029
  • Chart on Federated averaging - Market size and forecast 2024-2029 ($ million)
  • Data Table on Federated averaging - Market size and forecast 2024-2029 ($ million)
  • Chart on Federated averaging - Year-over-year growth 2024-2029 (%)
  • Data Table on Federated averaging - Year-over-year growth 2024-2029 (%)
10.4 Differential privacy - Market size and forecast 2024-2029
  • Chart on Differential privacy - Market size and forecast 2024-2029 ($ million)
  • Data Table on Differential privacy - Market size and forecast 2024-2029 ($ million)
  • Chart on Differential privacy - Year-over-year growth 2024-2029 (%)
  • Data Table on Differential privacy - Year-over-year growth 2024-2029 (%)
10.5 Homomorphic encryption - Market size and forecast 2024-2029
  • Chart on Homomorphic encryption - Market size and forecast 2024-2029 ($ million)
  • Data Table on Homomorphic encryption - Market size and forecast 2024-2029 ($ million)
  • Chart on Homomorphic encryption - Year-over-year growth 2024-2029 (%)
  • Data Table on Homomorphic encryption - Year-over-year growth 2024-2029 (%)
10.6 Market opportunity by Technology
  • Market opportunity by Technology ($ million)
  • Data Table on Market opportunity by Technology ($ million)
11 Customer Landscape
11.1 Customer landscape overview
  • Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
12 Geographic Landscape
12.1 Geographic segmentation
  • Chart on Market share By Geographical Landscape 2024-2029 (%)
  • Data Table on Market share By Geographical Landscape 2024-2029 (%)
12.2 Geographic comparison
  • Chart on Geographic comparison
  • Data Table on Geographic comparison
12.3 North America - Market size and forecast 2024-2029
  • Chart on North America - Market size and forecast 2024-2029 ($ million)
  • Data Table on North America - Market size and forecast 2024-2029 ($ million)
  • Chart on North America - Year-over-year growth 2024-2029 (%)
  • Data Table on North America - Year-over-year growth 2024-2029 (%)
12.4 APAC - Market size and forecast 2024-2029
  • Chart on APAC - Market size and forecast 2024-2029 ($ million)
  • Data Table on APAC - Market size and forecast 2024-2029 ($ million)
  • Chart on APAC - Year-over-year growth 2024-2029 (%)
  • Data Table on APAC - Year-over-year growth 2024-2029 (%)
12.5 Europe - Market size and forecast 2024-2029
  • Chart on Europe - Market size and forecast 2024-2029 ($ million)
  • Data Table on Europe - Market size and forecast 2024-2029 ($ million)
  • Chart on Europe - Year-over-year growth 2024-2029 (%)
  • Data Table on Europe - Year-over-year growth 2024-2029 (%)
12.6 South America - Market size and forecast 2024-2029
  • Chart on South America - Market size and forecast 2024-2029 ($ million)
  • Data Table on South America - Market size and forecast 2024-2029 ($ million)
  • Chart on South America - Year-over-year growth 2024-2029 (%)
  • Data Table on South America - Year-over-year growth 2024-2029 (%)
12.7 Middle East and Africa - Market size and forecast 2024-2029
  • Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
  • Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
  • Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
  • Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
12.8 US - Market size and forecast 2024-2029
  • Chart on US - Market size and forecast 2024-2029 ($ million)
  • Data Table on US - Market size and forecast 2024-2029 ($ million)
  • Chart on US - Year-over-year growth 2024-2029 (%)
  • Data Table on US - Year-over-year growth 2024-2029 (%)
12.9 Canada - Market size and forecast 2024-2029
  • Chart on Canada - Market size and forecast 2024-2029 ($ million)
  • Data Table on Canada - Market size and forecast 2024-2029 ($ million)
  • Chart on Canada - Year-over-year growth 2024-2029 (%)
  • Data Table on Canada - Year-over-year growth 2024-2029 (%)
12.10 China - Market size and forecast 2024-2029
  • Chart on China - Market size and forecast 2024-2029 ($ million)
  • Data Table on China - Market size and forecast 2024-2029 ($ million)
  • Chart on China - Year-over-year growth 2024-2029 (%)
  • Data Table on China - Year-over-year growth 2024-2029 (%)
12.11 UK - Market size and forecast 2024-2029
  • Chart on UK - Market size and forecast 2024-2029 ($ million)
  • Data Table on UK - Market size and forecast 2024-2029 ($ million)
  • Chart on UK - Year-over-year growth 2024-2029 (%)
  • Data Table on UK - Year-over-year growth 2024-2029 (%)
12.12 Germany - Market size and forecast 2024-2029
  • Chart on Germany - Market size and forecast 2024-2029 ($ million)
  • Data Table on Germany - Market size and forecast 2024-2029 ($ million)
  • Chart on Germany - Year-over-year growth 2024-2029 (%)
  • Data Table on Germany - Year-over-year growth 2024-2029 (%)
12.13 India - Market size and forecast 2024-2029
  • Chart on India - Market size and forecast 2024-2029 ($ million)
  • Data Table on India - Market size and forecast 2024-2029 ($ million)
  • Chart on India - Year-over-year growth 2024-2029 (%)
  • Data Table on India - Year-over-year growth 2024-2029 (%)
12.14 France - Market size and forecast 2024-2029
  • Chart on France - Market size and forecast 2024-2029 ($ million)
  • Data Table on France - Market size and forecast 2024-2029 ($ million)
  • Chart on France - Year-over-year growth 2024-2029 (%)
  • Data Table on France - Year-over-year growth 2024-2029 (%)
12.15 Japan - Market size and forecast 2024-2029
  • Chart on Japan - Market size and forecast 2024-2029 ($ million)
  • Data Table on Japan - Market size and forecast 2024-2029 ($ million)
  • Chart on Japan - Year-over-year growth 2024-2029 (%)
  • Data Table on Japan - Year-over-year growth 2024-2029 (%)
12.16 Mexico - Market size and forecast 2024-2029
  • Chart on Mexico - Market size and forecast 2024-2029 ($ million)
  • Data Table on Mexico - Market size and forecast 2024-2029 ($ million)
  • Chart on Mexico - Year-over-year growth 2024-2029 (%)
  • Data Table on Mexico - Year-over-year growth 2024-2029 (%)
12.17 Brazil - Market size and forecast 2024-2029
  • Chart on Brazil - Market size and forecast 2024-2029 ($ million)
  • Data Table on Brazil - Market size and forecast 2024-2029 ($ million)
  • Chart on Brazil - Year-over-year growth 2024-2029 (%)
  • Data Table on Brazil - Year-over-year growth 2024-2029 (%)
12.18 Market opportunity By Geographical Landscape
  • Market opportunity By Geographical Landscape ($ million)
  • Data Tables on Market opportunity By Geographical Landscape ($ million)
13 Drivers, Challenges, and Opportunity/Restraints
13.1 Market drivers
13.2 Market challenges
13.3 Impact of drivers and challenges
  • Impact of drivers and challenges in 2024 and 2029
13.4 Market opportunities/restraints
14 Competitive Landscape
14.1 Overview
14.2 Competitive Landscape
  • Overview on criticality of inputs and factors of differentiation
14.3 Landscape disruption
  • Overview on factors of disruption
14.4 Industry risks
  • Impact of key risks on business
15 Competitive Analysis
15.1 Companies profiled
  • Companies covered
15.2 Company ranking index
  • Company ranking index
15.3 Market positioning of companies
  • Matrix on companies position and classification
15.4 Alibaba Group Holding Ltd.
  • Alibaba Group Holding Ltd. - Overview
  • Alibaba Group Holding Ltd. - Business segments
  • Alibaba Group Holding Ltd. - Key news
  • Alibaba Group Holding Ltd. - Key offerings
  • Alibaba Group Holding Ltd. - Segment focus
  • SWOT
15.5 Amazon Web Services Inc.
  • Amazon Web Services Inc. - Overview
  • Amazon Web Services Inc. - Product / Service
  • Amazon Web Services Inc. - Key news
  • Amazon Web Services Inc. - Key offerings
  • SWOT
15.6 Bitfount
  • Bitfount - Overview
  • Bitfount - Product / Service
  • Bitfount - Key offerings
  • SWOT
15.7 Flock
  • Flock - Overview
  • Flock - Product / Service
  • Flock - Key offerings
  • SWOT
15.8 Flower Labs GmbH
  • Flower Labs GmbH - Overview
  • Flower Labs GmbH - Product / Service
  • Flower Labs GmbH - Key offerings
  • SWOT
15.9 Google LLC
  • Google LLC - Overview
  • Google LLC - Product / Service
  • Google LLC - Key news
  • Google LLC - Key offerings
  • SWOT
15.10 Intel Corp.
  • Intel Corp. - Overview
  • Intel Corp. - Business segments
  • Intel Corp. - Key news
  • Intel Corp. - Key offerings
  • Intel Corp. - Segment focus
  • SWOT
15.11 International Business Machines Corp.
  • International Business Machines Corp. - Overview
  • International Business Machines Corp. - Business segments
  • International Business Machines Corp. - Key news
  • International Business Machines Corp. - Key offerings
  • International Business Machines Corp. - Segment focus
  • SWOT
15.12 Microsoft Corp.
  • Microsoft Corp. - Overview
  • Microsoft Corp. - Business segments
  • Microsoft Corp. - Key news
  • Microsoft Corp. - Key offerings
  • Microsoft Corp. - Segment focus
  • SWOT
15.13 NVIDIA Corp.
  • NVIDIA Corp. - Overview
  • NVIDIA Corp. - Business segments
  • NVIDIA Corp. - Key news
  • NVIDIA Corp. - Key offerings
  • NVIDIA Corp. - Segment focus
  • SWOT
15.14 Owkin Inc.
  • Owkin Inc. - Overview
  • Owkin Inc. - Product / Service
  • Owkin Inc. - Key offerings
  • SWOT
15.15 Samsung SDS
  • Samsung SDS - Overview
  • Samsung SDS - Product / Service
  • Samsung SDS - Key offerings
  • SWOT
15.16 Secure AI Labs
  • Secure AI Labs - Overview
  • Secure AI Labs - Product / Service
  • Secure AI Labs - Key offerings
  • SWOT
15.17 sherpa.ai
  • sherpa.ai - Overview
  • sherpa.ai - Product / Service
  • sherpa.ai - Key offerings
  • SWOT
15.18 Snowflake Inc.
  • Snowflake Inc. - Overview
  • Snowflake Inc. - Product / Service
  • Snowflake Inc. - Key news
  • Snowflake Inc. - Key offerings
  • SWOT
16 Appendix
16.1 Scope of the report
16.2 Inclusions and exclusions checklist
  • Inclusions checklist
  • Exclusions checklist
16.3 Currency conversion rates for US$
  • Currency conversion rates for US$
16.4 Research methodology
  • Research methodology
16.5 Data procurement
  • Information sources
16.6 Data validation
  • Data validation
16.7 Validation techniques employed for market sizing
  • Validation techniques employed for market sizing
16.8 Data synthesis
  • Data synthesis
16.9 360 degree market analysis
  • 360 degree market analysis
16.10 List of abbreviations
  • List of abbreviations
List of Exhibits
Exhibits 1: Executive Summary - Chart on Market Overview
Exhibits 2: Executive Summary - Data Table on Market Overview
Exhibits 3: Executive Summary - Chart on Global Market Characteristics
Exhibits 4: Executive Summary - Chart on Market By Geographical Landscape
Exhibits 5: Executive Summary - Chart on Market Segmentation by Deployment
Exhibits 6: Executive Summary - Chart on Market Segmentation by Type
Exhibits 7: Executive Summary - Chart on Market Segmentation by End-user
Exhibits 8: Executive Summary - Chart on Market Segmentation by Technology
Exhibits 9: Executive Summary - Chart on Incremental Growth
Exhibits 10: Executive Summary - Data Table on Incremental Growth
Exhibits 11: Executive Summary - Chart on Company Market Positioning
Exhibits 12: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibits 13: Overview on criticality of inputs and factors of differentiation
Exhibits 14: Overview on factors of disruption
Exhibits 15: Impact of drivers and challenges in 2024 and 2029
Exhibits 16: Parent Market
Exhibits 17: Data Table on - Parent Market
Exhibits 18: Market characteristics analysis
Exhibits 19: Value chain analysis
Exhibits 20: Offerings of companies included in the market definition
Exhibits 21: Market segments
Exhibits 22: Chart on Global - Market size and forecast 2024-2029 ($ million)
Exhibits 23: Data Table on Global - Market size and forecast 2024-2029 ($ million)
Exhibits 24: Chart on Global Market: Year-over-year growth 2024-2029 (%)
Exhibits 25: Data Table on Global Market: Year-over-year growth 2024-2029 (%)
Exhibits 26: Historic Market Size - Data Table on Global Federated Learning Market 2019 - 2023 ($ million)
Exhibits 27: Historic Market Size - Deployment Segment 2019 - 2023 ($ million)
Exhibits 28: Historic Market Size - Type Segment 2019 - 2023 ($ million)
Exhibits 29: Historic Market Size - End-user Segment 2019 - 2023 ($ million)
Exhibits 30: Historic Market Size - Technology Segment 2019 - 2023 ($ million)
Exhibits 31: Historic Market Size - Geography Segment 2019 - 2023 ($ million)
Exhibits 32: Historic Market Size - Country Segment 2019 - 2023 ($ million)
Exhibits 33: Five forces analysis - Comparison between 2024 and 2029
Exhibits 34: Bargaining power of buyers - Impact of key factors 2024 and 2029
Exhibits 35: Bargaining power of suppliers - Impact of key factors in 2024 and 2029
Exhibits 36: Threat of new entrants - Impact of key factors in 2024 and 2029
Exhibits 37: Threat of substitutes - Impact of key factors in 2024 and 2029
Exhibits 38: Threat of rivalry - Impact of key factors in 2024 and 2029
Exhibits 39: Chart on Market condition - Five forces 2024 and 2029
Exhibits 40: Chart on Deployment - Market share 2024-2029 (%)
Exhibits 41: Data Table on Deployment - Market share 2024-2029 (%)
Exhibits 42: Chart on Comparison by Deployment
Exhibits 43: Data Table on Comparison by Deployment
Exhibits 44: Chart on Cloud - Market size and forecast 2024-2029 ($ million)
Exhibits 45: Data Table on Cloud - Market size and forecast 2024-2029 ($ million)
Exhibits 46: Chart on Cloud - Year-over-year growth 2024-2029 (%)
Exhibits 47: Data Table on Cloud - Year-over-year growth 2024-2029 (%)
Exhibits 48: Chart on On-premises - Market size and forecast 2024-2029 ($ million)
Exhibits 49: Data Table on On-premises - Market size and forecast 2024-2029 ($ million)
Exhibits 50: Chart on On-premises - Year-over-year growth 2024-2029 (%)
Exhibits 51: Data Table on On-premises - Year-over-year growth 2024-2029 (%)
Exhibits 52: Market opportunity by Deployment ($ million)
Exhibits 53: Data Table on Market opportunity by Deployment ($ million)
Exhibits 54: Chart on Type - Market share 2024-2029 (%)
Exhibits 55: Data Table on Type - Market share 2024-2029 (%)
Exhibits 56: Chart on Comparison by Type
Exhibits 57: Data Table on Comparison by Type
Exhibits 58: Chart on Horizontal federated learning - Market size and forecast 2024-2029 ($ million)
Exhibits 59: Data Table on Horizontal federated learning - Market size and forecast 2024-2029 ($ million)
Exhibits 60: Chart on Horizontal federated learning - Year-over-year growth 2024-2029 (%)
Exhibits 61: Data Table on Horizontal federated learning - Year-over-year growth 2024-2029 (%)
Exhibits 62: Chart on Vertical federated learning - Market size and forecast 2024-2029 ($ million)
Exhibits 63: Data Table on Vertical federated learning - Market size and forecast 2024-2029 ($ million)
Exhibits 64: Chart on Vertical federated learning - Year-over-year growth 2024-2029 (%)
Exhibits 65: Data Table on Vertical federated learning - Year-over-year growth 2024-2029 (%)
Exhibits 66: Chart on Federated transfer learning - Market size and forecast 2024-2029 ($ million)
Exhibits 67: Data Table on Federated transfer learning - Market size and forecast 2024-2029 ($ million)
Exhibits 68: Chart on Federated transfer learning - Year-over-year growth 2024-2029 (%)
Exhibits 69: Data Table on Federated transfer learning - Year-over-year growth 2024-2029 (%)
Exhibits 70: Market opportunity by Type ($ million)
Exhibits 71: Data Table on Market opportunity by Type ($ million)
Exhibits 72: Chart on End-user - Market share 2024-2029 (%)
Exhibits 73: Data Table on End-user - Market share 2024-2029 (%)
Exhibits 74: Chart on Comparison by End-user
Exhibits 75: Data Table on Comparison by End-user
Exhibits 76: Chart on Healthcare - Market size and forecast 2024-2029 ($ million)
Exhibits 77: Data Table on Healthcare - Market size and forecast 2024-2029 ($ million)
Exhibits 78: Chart on Healthcare - Year-over-year growth 2024-2029 (%)
Exhibits 79: Data Table on Healthcare - Year-over-year growth 2024-2029 (%)
Exhibits 80: Chart on BFSI - Market size and forecast 2024-2029 ($ million)
Exhibits 81: Data Table on BFSI - Market size and forecast 2024-2029 ($ million)
Exhibits 82: Chart on BFSI - Year-over-year growth 2024-2029 (%)
Exhibits 83: Data Table on BFSI - Year-over-year growth 2024-2029 (%)
Exhibits 84: Chart on Manufacturing - Market size and forecast 2024-2029 ($ million)
Exhibits 85: Data Table on Manufacturing - Market size and forecast 2024-2029 ($ million)
Exhibits 86: Chart on Manufacturing - Year-over-year growth 2024-2029 (%)
Exhibits 87: Data Table on Manufacturing - Year-over-year growth 2024-2029 (%)
Exhibits 88: Chart on Automotive - Market size and forecast 2024-2029 ($ million)
Exhibits 89: Data Table on Automotive - Market size and forecast 2024-2029 ($ million)
Exhibits 90: Chart on Automotive - Year-over-year growth 2024-2029 (%)
Exhibits 91: Data Table on Automotive - Year-over-year growth 2024-2029 (%)
Exhibits 92: Chart on IT and telecom - Market size and forecast 2024-2029 ($ million)
Exhibits 93: Data Table on IT and telecom - Market size and forecast 2024-2029 ($ million)
Exhibits 94: Chart on IT and telecom - Year-over-year growth 2024-2029 (%)
Exhibits 95: Data Table on IT and telecom - Year-over-year growth 2024-2029 (%)
Exhibits 96: Market opportunity by End-user ($ million)
Exhibits 97: Data Table on Market opportunity by End-user ($ million)
Exhibits 98: Chart on Technology - Market share 2024-2029 (%)
Exhibits 99: Data Table on Technology - Market share 2024-2029 (%)
Exhibits 100: Chart on Comparison by Technology
Exhibits 101: Data Table on Comparison by Technology
Exhibits 102: Chart on Federated averaging - Market size and forecast 2024-2029 ($ million)
Exhibits 103: Data Table on Federated averaging - Market size and forecast 2024-2029 ($ million)
Exhibits 104: Chart on Federated averaging - Year-over-year growth 2024-2029 (%)
Exhibits 105: Data Table on Federated averaging - Year-over-year growth 2024-2029 (%)
Exhibits 106: Chart on Differential privacy - Market size and forecast 2024-2029 ($ million)
Exhibits 107: Data Table on Differential privacy - Market size and forecast 2024-2029 ($ million)
Exhibits 108: Chart on Differential privacy - Year-over-year growth 2024-2029 (%)
Exhibits 109: Data Table on Differential privacy - Year-over-year growth 2024-2029 (%)
Exhibits 110: Chart on Homomorphic encryption - Market size and forecast 2024-2029 ($ million)
Exhibits 111: Data Table on Homomorphic encryption - Market size and forecast 2024-2029 ($ million)
Exhibits 112: Chart on Homomorphic encryption - Year-over-year growth 2024-2029 (%)
Exhibits 113: Data Table on Homomorphic encryption - Year-over-year growth 2024-2029 (%)
Exhibits 114: Market opportunity by Technology ($ million)
Exhibits 115: Data Table on Market opportunity by Technology ($ million)
Exhibits 116: Analysis of price sensitivity, lifecycle, customer purchase basket, adoption rates, and purchase criteria
Exhibits 117: Chart on Market share By Geographical Landscape 2024-2029 (%)
Exhibits 118: Data Table on Market share By Geographical Landscape 2024-2029 (%)
Exhibits 119: Chart on Geographic comparison
Exhibits 120: Data Table on Geographic comparison
Exhibits 121: Chart on North America - Market size and forecast 2024-2029 ($ million)
Exhibits 122: Data Table on North America - Market size and forecast 2024-2029 ($ million)
Exhibits 123: Chart on North America - Year-over-year growth 2024-2029 (%)
Exhibits 124: Data Table on North America - Year-over-year growth 2024-2029 (%)
Exhibits 125: Chart on APAC - Market size and forecast 2024-2029 ($ million)
Exhibits 126: Data Table on APAC - Market size and forecast 2024-2029 ($ million)
Exhibits 127: Chart on APAC - Year-over-year growth 2024-2029 (%)
Exhibits 128: Data Table on APAC - Year-over-year growth 2024-2029 (%)
Exhibits 129: Chart on Europe - Market size and forecast 2024-2029 ($ million)
Exhibits 130: Data Table on Europe - Market size and forecast 2024-2029 ($ million)
Exhibits 131: Chart on Europe - Year-over-year growth 2024-2029 (%)
Exhibits 132: Data Table on Europe - Year-over-year growth 2024-2029 (%)
Exhibits 133: Chart on South America - Market size and forecast 2024-2029 ($ million)
Exhibits 134: Data Table on South America - Market size and forecast 2024-2029 ($ million)
Exhibits 135: Chart on South America - Year-over-year growth 2024-2029 (%)
Exhibits 136: Data Table on South America - Year-over-year growth 2024-2029 (%)
Exhibits 137: Chart on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Exhibits 138: Data Table on Middle East and Africa - Market size and forecast 2024-2029 ($ million)
Exhibits 139: Chart on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Exhibits 140: Data Table on Middle East and Africa - Year-over-year growth 2024-2029 (%)
Exhibits 141: Chart on US - Market size and forecast 2024-2029 ($ million)
Exhibits 142: Data Table on US - Market size and forecast 2024-2029 ($ million)
Exhibits 143: Chart on US - Year-over-year growth 2024-2029 (%)
Exhibits 144: Data Table on US - Year-over-year growth 2024-2029 (%)
Exhibits 145: Chart on Canada - Market size and forecast 2024-2029 ($ million)
Exhibits 146: Data Table on Canada - Market size and forecast 2024-2029 ($ million)
Exhibits 147: Chart on Canada - Year-over-year growth 2024-2029 (%)
Exhibits 148: Data Table on Canada - Year-over-year growth 2024-2029 (%)
Exhibits 149: Chart on China - Market size and forecast 2024-2029 ($ million)
Exhibits 150: Data Table on China - Market size and forecast 2024-2029 ($ million)
Exhibits 151: Chart on China - Year-over-year growth 2024-2029 (%)
Exhibits 152: Data Table on China - Year-over-year growth 2024-2029 (%)
Exhibits 153: Chart on UK - Market size and forecast 2024-2029 ($ million)
Exhibits 154: Data Table on UK - Market size and forecast 2024-2029 ($ million)
Exhibits 155: Chart on UK - Year-over-year growth 2024-2029 (%)
Exhibits 156: Data Table on UK - Year-over-year growth 2024-2029 (%)
Exhibits 157: Chart on Germany - Market size and forecast 2024-2029 ($ million)
Exhibits 158: Data Table on Germany - Market size and forecast 2024-2029 ($ million)
Exhibits 159: Chart on Germany - Year-over-year growth 2024-2029 (%)
Exhibits 160: Data Table on Germany - Year-over-year growth 2024-2029 (%)
Exhibits 161: Chart on India - Market size and forecast 2024-2029 ($ million)
Exhibits 162: Data Table on India - Market size and forecast 2024-2029 ($ million)
Exhibits 163: Chart on India - Year-over-year growth 2024-2029 (%)
Exhibits 164: Data Table on India - Year-over-year growth 2024-2029 (%)
Exhibits 165: Chart on France - Market size and forecast 2024-2029 ($ million)
Exhibits 166: Data Table on France - Market size and forecast 2024-2029 ($ million)
Exhibits 167: Chart on France - Year-over-year growth 2024-2029 (%)
Exhibits 168: Data Table on France - Year-over-year growth 2024-2029 (%)
Exhibits 169: Chart on Japan - Market size and forecast 2024-2029 ($ million)
Exhibits 170: Data Table on Japan - Market size and forecast 2024-2029 ($ million)
Exhibits 171: Chart on Japan - Year-over-year growth 2024-2029 (%)
Exhibits 172: Data Table on Japan - Year-over-year growth 2024-2029 (%)
Exhibits 173: Chart on Mexico - Market size and forecast 2024-2029 ($ million)
Exhibits 174: Data Table on Mexico - Market size and forecast 2024-2029 ($ million)
Exhibits 175: Chart on Mexico - Year-over-year growth 2024-2029 (%)
Exhibits 176: Data Table on Mexico - Year-over-year growth 2024-2029 (%)
Exhibits 177: Chart on Brazil - Market size and forecast 2024-2029 ($ million)
Exhibits 178: Data Table on Brazil - Market size and forecast 2024-2029 ($ million)
Exhibits 179: Chart on Brazil - Year-over-year growth 2024-2029 (%)
Exhibits 180: Data Table on Brazil - Year-over-year growth 2024-2029 (%)
Exhibits 181: Market opportunity By Geographical Landscape ($ million)
Exhibits 182: Data Tables on Market opportunity By Geographical Landscape ($ million)
Exhibits 183: Impact of drivers and challenges in 2024 and 2029
Exhibits 184: Overview on criticality of inputs and factors of differentiation
Exhibits 185: Overview on factors of disruption
Exhibits 186: Impact of key risks on business
Exhibits 187: Companies covered
Exhibits 188: Company ranking index
Exhibits 189: Matrix on companies position and classification
Exhibits 190: Alibaba Group Holding Ltd. - Overview
Exhibits 191: Alibaba Group Holding Ltd. - Business segments
Exhibits 192: Alibaba Group Holding Ltd. - Key news
Exhibits 193: Alibaba Group Holding Ltd. - Key offerings
Exhibits 194: Alibaba Group Holding Ltd. - Segment focus
Exhibits 195: SWOT
Exhibits 196: Amazon Web Services Inc. - Overview
Exhibits 197: Amazon Web Services Inc. - Product / Service
Exhibits 198: Amazon Web Services Inc. - Key news
Exhibits 199: Amazon Web Services Inc. - Key offerings
Exhibits 200: SWOT
Exhibits 201: Bitfount - Overview
Exhibits 202: Bitfount - Product / Service
Exhibits 203: Bitfount - Key offerings
Exhibits 204: SWOT
Exhibits 205: Flock - Overview
Exhibits 206: Flock - Product / Service
Exhibits 207: Flock - Key offerings
Exhibits 208: SWOT
Exhibits 209: Flower Labs GmbH - Overview
Exhibits 210: Flower Labs GmbH - Product / Service
Exhibits 211: Flower Labs GmbH - Key offerings
Exhibits 212: SWOT
Exhibits 213: Google LLC - Overview
Exhibits 214: Google LLC - Product / Service
Exhibits 215: Google LLC - Key news
Exhibits 216: Google LLC - Key offerings
Exhibits 217: SWOT
Exhibits 218: Intel Corp. - Overview
Exhibits 219: Intel Corp. - Business segments
Exhibits 220: Intel Corp. - Key news
Exhibits 221: Intel Corp. - Key offerings
Exhibits 222: Intel Corp. - Segment focus
Exhibits 223: SWOT
Exhibits 224: International Business Machines Corp. - Overview
Exhibits 225: International Business Machines Corp. - Business segments
Exhibits 226: International Business Machines Corp. - Key news
Exhibits 227: International Business Machines Corp. - Key offerings
Exhibits 228: International Business Machines Corp. - Segment focus
Exhibits 229: SWOT
Exhibits 230: Microsoft Corp. - Overview
Exhibits 231: Microsoft Corp. - Business segments
Exhibits 232: Microsoft Corp. - Key news
Exhibits 233: Microsoft Corp. - Key offerings
Exhibits 234: Microsoft Corp. - Segment focus
Exhibits 235: SWOT
Exhibits 236: NVIDIA Corp. - Overview
Exhibits 237: NVIDIA Corp. - Business segments
Exhibits 238: NVIDIA Corp. - Key news
Exhibits 239: NVIDIA Corp. - Key offerings
Exhibits 240: NVIDIA Corp. - Segment focus
Exhibits 241: SWOT
Exhibits 242: Owkin Inc. - Overview
Exhibits 243: Owkin Inc. - Product / Service
Exhibits 244: Owkin Inc. - Key offerings
Exhibits 245: SWOT
Exhibits 246: Samsung SDS - Overview
Exhibits 247: Samsung SDS - Product / Service
Exhibits 248: Samsung SDS - Key offerings
Exhibits 249: SWOT
Exhibits 250: Secure AI Labs - Overview
Exhibits 251: Secure AI Labs - Product / Service
Exhibits 252: Secure AI Labs - Key offerings
Exhibits 253: SWOT
Exhibits 254: sherpa.ai - Overview
Exhibits 255: sherpa.ai - Product / Service
Exhibits 256: sherpa.ai - Key offerings
Exhibits 257: SWOT
Exhibits 258: Snowflake Inc. - Overview
Exhibits 259: Snowflake Inc. - Product / Service
Exhibits 260: Snowflake Inc. - Key news
Exhibits 261: Snowflake Inc. - Key offerings
Exhibits 262: SWOT
Exhibits 263: Inclusions checklist
Exhibits 264: Exclusions checklist
Exhibits 265: Currency conversion rates for US$
Exhibits 266: Research methodology
Exhibits 267: Information sources
Exhibits 268: Data validation
Exhibits 269: Validation techniques employed for market sizing
Exhibits 270: Data synthesis
Exhibits 271: 360 degree market analysis
Exhibits 272: List of abbreviations

Executive Summary

The following companies are recognized as the key players in the global federated learning market: Alibaba Group Holding Ltd., Amazon Web Services Inc., Arcium, Bitfount, Consilient, Edge Delta, Flock, Flower Labs GmbH, Google LLC, Hewlett Packard Enterprise Co., Intel Corp., International Business Machines Corp., Microsoft Corp., NVIDIA Corp., Owkin Inc., Samsung SDS, Secure AI Labs, sherpa.ai, Snowflake Inc., and Symphony Innovation LLC.

Commenting on the report, an analyst from the research team said: "The latest trend gaining momentum in the market is rise of vertical-specific federated learning platforms."

According to the report, one of the major drivers for this market is the increasingly stringent data privacy regulations and growing privacy concerns.

The study was conducted using an objective combination of primary and secondary information including inputs from key participants in the industry. The report contains a comprehensive market and vendor landscape in addition to a SWOT analysis of the key vendors.

Companies Mentioned (Partial List)

A selection of companies mentioned in this report includes, but is not limited to:

  • Alibaba Group Holding Ltd.
  • Amazon Web Services Inc.
  • Arcium
  • Bitfount
  • Consilient
  • Edge Delta
  • Flock
  • Flower Labs GmbH
  • Google LLC
  • Hewlett Packard Enterprise Co.
  • Intel Corp.
  • International Business Machines Corp.
  • Microsoft Corp.
  • NVIDIA Corp.
  • Owkin Inc.
  • Samsung SDS
  • Secure AI Labs
  • sherpa.ai
  • Snowflake Inc.
  • Symphony Innovation LLC