レコメンデーションエンジン市場：タイプ、技術、展開、エンドユーザー、組織別-2025-2030年世界予測

レコメンデーションエンジン市場の2023年の市場規模は24億4,000万米ドル、2024年には28億1,000万米ドルに達すると予測され、CAGR 13.00％で成長し、2030年には57億5,000万米ドルに達すると予測されます。

レコメンデーションエンジンは、ユーザーの嗜好や行動に関するデータに基づいて、製品、サービス、コンテンツをユーザーに提案するように設計されたアルゴリズムです。eコマース、エンターテインメント、ソーシャルメディアなど、さまざまな分野の企業がパーソナライゼーションに取り組む上で欠かせないものです。レコメンデーションエンジンの必要性は、パーソナライズされたサジェスチョンによってユーザーエクスペリエンスを向上させ、エンゲージメント、コンバージョン率、ひいては顧客ロイヤリティを向上させる能力に起因しています。レコメンデーションエンジンの応用範囲は、過去の購入履歴に基づいて商品を提案するオンライン小売業から、コンテンツ推薦を調整するストリーミングサービスまで、業界を横断しています。また、パーソナライズされたコンテンツやサービスを提案する金融サービス、ニュースやメディア、ヘルスケアなどの分野も含まれます。

レコメンデーションエンジン市場は、顧客のパーソナライゼーション重視の高まり、AIや機械学習の進歩、デジタルプラットフォームの普及といった要因によって強化されています。企業は混雑したマーケットプレースで差別化を図るため、このテクノロジーへの投資を増やしています。最新のビジネスチャンスは、ビッグデータ分析を活用し、より的確なレコメンデーションを提供するアルゴリズムを強化することにあります。企業は、拡張現実（AR）や仮想現実（VR）といった新たなテクノロジーとレコメンデーションエンジンを統合し、没入感のある体験を提供することに注力すべきです。

しかし、課題としては、データプライバシーに関する懸念、アルゴリズムの偏り、膨大な計算能力の必要性などがあります。データ利用をめぐる規制上の課題を克服し、倫理的なAIの実践を確保することは、市場成長に影響を及ぼす重要な制約です。これらを克服するために、イノベーションは、データ・セキュリティとユーザー・プライバシーを確保し、アルゴリズムの偏りを減らす洗練されたアルゴリズムの開発に焦点を当てるべきです。

最適なビジネス成長分野には、ユーザーのニーズをリアルタイムで予測できる、適応的でコンテキストを意識したレコメンデーション・システムへの投資が含まれます。市場の性質はダイナミックであり、絶え間ない技術の進歩と消費者の期待の移り変わりに後押しされています。ユーザー中心の設計と透明性を優先する企業は、この進化する状況の中で成功を収める可能性が高いです。

市場力学：急速に進化するレコメンデーションエンジン市場の主要市場インサイトを公開

レコメンデーションエンジン市場は、需要と供給のダイナミックな相互作用によって変貌を遂げています。このような市場力学の進化を理解することで、企業は十分な情報に基づいた投資決定、戦略的意思決定、新たなビジネスチャンスの獲得を行うことができます。こうした動向を包括的に把握することで、企業は政治的、地理的、技術的、社会的、経済的な領域にわたる様々なリスクを軽減することができるとともに、消費者行動とそれが製造コストや購買動向に与える影響についてより明確に理解することができます。

• 市場促進要因
  • eコマースおよびオンライン小売活動の活発化
  • オンライン・メディア・ストリーミング・プラットフォームの急増
  • 企業全体におけるデータ主導型ソリューションへの需要の高まり
• 市場抑制要因
  • 複雑な導入手順
• 市場機会
  • ビッグデータとパーソナライズされたレコメンデーションの出現
  • AIやMLなどの最先端技術の進歩
• 市場の課題
  • データプライバシーとデータセキュリティへの懸念

ポーターのファイブフォース：レコメンデーションエンジン市場をナビゲートする戦略ツール

ポーターのファイブフォースフレームワークは、レコメンデーションエンジン市場の競合情勢を理解するための重要なツールです。ポーターのファイブフォース・フレームワークは、企業の競争力を評価し、戦略的機会を探るための明確な手法を提供します。このフレームワークは、企業が市場内の勢力図を評価し、新規事業の収益性を判断するのに役立ちます。これらの洞察により、企業は自社の強みを活かし、弱みに対処し、潜在的な課題を回避することができ、より強靭な市場でのポジショニングを確保することができます。

PESTLE分析：レコメンデーションエンジン市場における外部からの影響の把握

外部マクロ環境要因は、レコメンデーションエンジン市場の業績ダイナミクスを形成する上で極めて重要な役割を果たします。政治的、経済的、社会的、技術的、法的、環境的要因の分析は、これらの影響をナビゲートするために必要な情報を提供します。PESTLE要因を調査することで、企業は潜在的なリスクと機会をよりよく理解することができます。この分析により、企業は規制、消費者の嗜好、経済動向の変化を予測し、先を見越した積極的な意思決定を行う準備ができます。

市場シェア分析レコメンデーションエンジン市場における競合情勢の把握

レコメンデーションエンジン市場の詳細な市場シェア分析により、ベンダーの業績を包括的に評価することができます。企業は、収益、顧客ベース、成長率などの主要指標を比較することで、競争上のポジショニングを明らかにすることができます。この分析により、市場の集中、断片化、統合の動向が明らかになり、ベンダーは競争が激化する中で自社の地位を高める戦略的意思決定を行うために必要な知見を得ることができます。

FPNVポジショニング・マトリックスレコメンデーションエンジン市場におけるベンダーのパフォーマンス評価

FPNVポジショニングマトリックスは、レコメンデーションエンジン市場においてベンダーを評価するための重要なツールです。このマトリックスにより、ビジネス組織はベンダーのビジネス戦略と製品満足度に基づき評価することで、目標に沿った十分な情報に基づいた意思決定を行うことができます。4つの象限によってベンダーを明確かつ正確にセグメント化し、戦略目標に最適なパートナーやソリューションを特定することができます。

戦略分析と推奨レコメンデーションエンジン市場における成功への道筋を描く

レコメンデーションエンジン市場の戦略分析は、世界市場でのプレゼンス強化を目指す企業にとって不可欠です。主要なリソース、能力、業績指標を見直すことで、企業は成長機会を特定し、改善に取り組むことができます。このアプローチにより、競合情勢における課題を克服し、新たなビジネスチャンスを活かして長期的な成功を収めるための体制を整えることができます。

本レポートでは、主要な注目分野を網羅した市場の包括的な分析を提供しています：

1.市場の浸透度：現在の市場環境の詳細なレビュー、主要企業による広範なデータ、市場でのリーチと全体的な影響力の評価。

2.市場の開拓度：新興市場における成長機会を特定し、既存分野における拡大可能性を評価し、将来の成長に向けた戦略的ロードマップを提供します。

3.市場の多様化：最近の製品発売、未開拓の地域、業界の主要な進歩、市場を形成する戦略的投資を分析します。

4.競合の評価と情報：競合情勢を徹底的に分析し、市場シェア、事業戦略、製品ポートフォリオ、認証、規制当局の承認、特許動向、主要企業の技術進歩などを検証します。

5.製品開発およびイノベーション：将来の市場成長を促進すると期待される最先端技術、研究開発活動、製品イノベーションをハイライトしています。

また、利害関係者が十分な情報を得た上で意思決定できるよう、重要な質問にも答えています：

1.現在の市場規模と今後の成長予測は？

2.最高の投資機会を提供する製品、セグメント、地域はどこか？

3.市場を形成する主な技術動向と規制の影響とは？

4.主要ベンダーの市場シェアと競合ポジションは？

5.ベンダーの市場参入・撤退戦略の原動力となる収益源と戦略的機会は何か？

目次

第1章 序文

第2章 調査手法

第3章 エグゼクティブサマリー

第4章 市場の概要

第5章 市場洞察

• 市場力学
  • 促進要因
    • eコマースとオンライン小売活動の増加
    • オンラインメディアストリーミングプラットフォームの急増
    • 企業全体でデータ駆動型ソリューションの需要が増加
  • 抑制要因
    • 複雑な実装手順
  • 機会
    • ビッグデータとパーソナライズされた推奨事項の出現
    • AIやMLなどの最先端技術の進歩
  • 課題
    • データのプライバシーとデータセキュリティに関する懸念
• 市場セグメンテーション分析
• ポーターのファイブフォース分析
• PESTEL分析
  • 政治的
  • 経済
  • 社交
  • 技術的
  • 法律上
  • 環境

第6章 レコメンデーションエンジン市場：タイプ別

• 協調フィルタリング
• コンテンツベースのフィルタリング
• ハイブリッド推奨

第7章 レコメンデーションエンジン市場：技術別

• コンテキスト認識
• 地理空間認識

第8章 レコメンデーションエンジン市場：展開別

• クラウド上
• オンプレミス

第9章 レコメンデーションエンジン市場：エンドユーザー別

• 応用
• BFSI
• ヘルスケア
• 情報技術
• 製造業
• メディアとエンターテイメント
• パーソナライズされたキャンペーンと顧客への提供
• プロアクティブな資産管理
• 製品企画
• 小売り
• 戦略運用と計画
• 交通機関

第10章 レコメンデーションエンジン市場組織別

• 大企業
• 中小企業

第11章 南北アメリカのレコメンデーションエンジン市場

• アルゼンチン
• ブラジル
• カナダ
• メキシコ
• 米国

第12章 アジア太平洋地域のレコメンデーションエンジン市場

• オーストラリア
• 中国
• インド
• インドネシア
• 日本
• マレーシア
• フィリピン
• シンガポール
• 韓国
• 台湾
• タイ
• ベトナム

第13章 欧州・中東・アフリカのレコメンデーションエンジン市場

• デンマーク
• エジプト
• フィンランド
• フランス
• ドイツ
• イスラエル
• イタリア
• オランダ
• ナイジェリア
• ノルウェー
• ポーランド
• カタール
• ロシア
• サウジアラビア
• 南アフリカ
• スペイン
• スウェーデン
• スイス
• トルコ
• アラブ首長国連邦
• 英国

第14章 競合情勢

• 市場シェア分析2023
• FPNVポジショニングマトリックス, 2023
• 競合シナリオ分析
• 戦略分析と提言

企業一覧

• Adobe Inc.
• Amazon Web Services, Inc.
• Automattic Inc.
• Coveo Solutions Inc.
• Criteo
• Datrics, Inc.
• Dynamic Yield Ltd.
• Google LLC by Alphabet Inc.
• Hewlett Packard Enterprise Development LP
• Intel Corporation
• International Business Machine Corporation
• Macrometa Corporation
• Mad Street Den Inc.
• Memgraph Ltd.
• Microsoft Corporation
• Monetate, Inc.
• Neo4j, Inc.
• Netflix, Inc.
• Nosto Solutions Oy
• NVIDIA Corporation
• Optimizely, Inc
• Oracle Corporation
• Recombee, s.r.o.
• Salesforce, Inc.
• SAP SE

LIST OF FIGURES

• FIGURE 1. RECOMMENDATION ENGINES MARKET RESEARCH PROCESS
• FIGURE 2. RECOMMENDATION ENGINES MARKET SIZE, 2023 VS 2030
• FIGURE 3. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, 2018-2030 (USD MILLION)
• FIGURE 4. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY REGION, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 5. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 6. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2023 VS 2030 (%)
• FIGURE 7. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 8. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2023 VS 2030 (%)
• FIGURE 9. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 10. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2023 VS 2030 (%)
• FIGURE 11. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 12. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2023 VS 2030 (%)
• FIGURE 13. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 14. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2023 VS 2030 (%)
• FIGURE 15. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 16. AMERICAS RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 17. AMERICAS RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 18. UNITED STATES RECOMMENDATION ENGINES MARKET SIZE, BY STATE, 2023 VS 2030 (%)
• FIGURE 19. UNITED STATES RECOMMENDATION ENGINES MARKET SIZE, BY STATE, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 20. ASIA-PACIFIC RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 21. ASIA-PACIFIC RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 22. EUROPE, MIDDLE EAST & AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2023 VS 2030 (%)
• FIGURE 23. EUROPE, MIDDLE EAST & AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2023 VS 2024 VS 2030 (USD MILLION)
• FIGURE 24. RECOMMENDATION ENGINES MARKET SHARE, BY KEY PLAYER, 2023
• FIGURE 25. RECOMMENDATION ENGINES MARKET, FPNV POSITIONING MATRIX, 2023

LIST OF TABLES

• TABLE 1. RECOMMENDATION ENGINES MARKET SEGMENTATION & COVERAGE
• TABLE 2. UNITED STATES DOLLAR EXCHANGE RATE, 2018-2023
• TABLE 3. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, 2018-2030 (USD MILLION)
• TABLE 4. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 5. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 6. RECOMMENDATION ENGINES MARKET DYNAMICS
• TABLE 7. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 8. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY COLLABORATIVE FILTERING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 9. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY CONTENT-BASED FILTERING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 10. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY HYBRID RECOMMENDATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 11. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 12. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY CONTEXT-AWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 13. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY GEOSPATIAL AWARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 14. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 15. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY ON-CLOUD, BY REGION, 2018-2030 (USD MILLION)
• TABLE 16. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY ON-PREMISE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 17. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 18. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY APPLICATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 19. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY BFSI, BY REGION, 2018-2030 (USD MILLION)
• TABLE 20. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY HEALTHCARE, BY REGION, 2018-2030 (USD MILLION)
• TABLE 21. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY INFORMATION TECHNOLOGY, BY REGION, 2018-2030 (USD MILLION)
• TABLE 22. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY MANUFACTURING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 23. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY MEDIA & ENTERTAINMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 24. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY PERSONALIZED CAMPAIGNS & CUSTOMER DELIVERY, BY REGION, 2018-2030 (USD MILLION)
• TABLE 25. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY PROACTIVE ASSET MANAGEMENT, BY REGION, 2018-2030 (USD MILLION)
• TABLE 26. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY PRODUCT PLANNING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 27. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY RETAIL, BY REGION, 2018-2030 (USD MILLION)
• TABLE 28. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY STRATEGY OPERATIONS & PLANNING, BY REGION, 2018-2030 (USD MILLION)
• TABLE 29. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY TRANSPORTATION, BY REGION, 2018-2030 (USD MILLION)
• TABLE 30. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 31. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY LARGE ENTERPRISES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 32. GLOBAL RECOMMENDATION ENGINES MARKET SIZE, BY SMALL & MEDIUM ENTERPRISES, BY REGION, 2018-2030 (USD MILLION)
• TABLE 33. AMERICAS RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 34. AMERICAS RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 35. AMERICAS RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 36. AMERICAS RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 37. AMERICAS RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 38. AMERICAS RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 39. ARGENTINA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 40. ARGENTINA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 41. ARGENTINA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 42. ARGENTINA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 43. ARGENTINA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 44. BRAZIL RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 45. BRAZIL RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 46. BRAZIL RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 47. BRAZIL RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 48. BRAZIL RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 49. CANADA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 50. CANADA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 51. CANADA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 52. CANADA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 53. CANADA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 54. MEXICO RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 55. MEXICO RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 56. MEXICO RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 57. MEXICO RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 58. MEXICO RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 59. UNITED STATES RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 60. UNITED STATES RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 61. UNITED STATES RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 62. UNITED STATES RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 63. UNITED STATES RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 64. UNITED STATES RECOMMENDATION ENGINES MARKET SIZE, BY STATE, 2018-2030 (USD MILLION)
• TABLE 65. ASIA-PACIFIC RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 66. ASIA-PACIFIC RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 67. ASIA-PACIFIC RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 68. ASIA-PACIFIC RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 69. ASIA-PACIFIC RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 70. ASIA-PACIFIC RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 71. AUSTRALIA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 72. AUSTRALIA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 73. AUSTRALIA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 74. AUSTRALIA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 75. AUSTRALIA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 76. CHINA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 77. CHINA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 78. CHINA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 79. CHINA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 80. CHINA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 81. INDIA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 82. INDIA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 83. INDIA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 84. INDIA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 85. INDIA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 86. INDONESIA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 87. INDONESIA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 88. INDONESIA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 89. INDONESIA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 90. INDONESIA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 91. JAPAN RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 92. JAPAN RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 93. JAPAN RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 94. JAPAN RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 95. JAPAN RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 96. MALAYSIA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 97. MALAYSIA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 98. MALAYSIA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 99. MALAYSIA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 100. MALAYSIA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 101. PHILIPPINES RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 102. PHILIPPINES RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 103. PHILIPPINES RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 104. PHILIPPINES RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 105. PHILIPPINES RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 106. SINGAPORE RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 107. SINGAPORE RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 108. SINGAPORE RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 109. SINGAPORE RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 110. SINGAPORE RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 111. SOUTH KOREA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 112. SOUTH KOREA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 113. SOUTH KOREA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 114. SOUTH KOREA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 115. SOUTH KOREA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 116. TAIWAN RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 117. TAIWAN RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 118. TAIWAN RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 119. TAIWAN RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 120. TAIWAN RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 121. THAILAND RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 122. THAILAND RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 123. THAILAND RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 124. THAILAND RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 125. THAILAND RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 126. VIETNAM RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 127. VIETNAM RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 128. VIETNAM RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 129. VIETNAM RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 130. VIETNAM RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 131. EUROPE, MIDDLE EAST & AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 132. EUROPE, MIDDLE EAST & AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 133. EUROPE, MIDDLE EAST & AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 134. EUROPE, MIDDLE EAST & AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 135. EUROPE, MIDDLE EAST & AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 136. EUROPE, MIDDLE EAST & AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY COUNTRY, 2018-2030 (USD MILLION)
• TABLE 137. DENMARK RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 138. DENMARK RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 139. DENMARK RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 140. DENMARK RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 141. DENMARK RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 142. EGYPT RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 143. EGYPT RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 144. EGYPT RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 145. EGYPT RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 146. EGYPT RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 147. FINLAND RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 148. FINLAND RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 149. FINLAND RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 150. FINLAND RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 151. FINLAND RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 152. FRANCE RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 153. FRANCE RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 154. FRANCE RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 155. FRANCE RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 156. FRANCE RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 157. GERMANY RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 158. GERMANY RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 159. GERMANY RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 160. GERMANY RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 161. GERMANY RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 162. ISRAEL RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 163. ISRAEL RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 164. ISRAEL RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 165. ISRAEL RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 166. ISRAEL RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 167. ITALY RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 168. ITALY RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 169. ITALY RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 170. ITALY RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 171. ITALY RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 172. NETHERLANDS RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 173. NETHERLANDS RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 174. NETHERLANDS RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 175. NETHERLANDS RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 176. NETHERLANDS RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 177. NIGERIA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 178. NIGERIA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 179. NIGERIA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 180. NIGERIA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 181. NIGERIA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 182. NORWAY RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 183. NORWAY RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 184. NORWAY RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 185. NORWAY RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 186. NORWAY RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 187. POLAND RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 188. POLAND RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 189. POLAND RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 190. POLAND RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 191. POLAND RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 192. QATAR RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 193. QATAR RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 194. QATAR RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 195. QATAR RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 196. QATAR RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 197. RUSSIA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 198. RUSSIA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 199. RUSSIA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 200. RUSSIA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 201. RUSSIA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 202. SAUDI ARABIA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 203. SAUDI ARABIA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 204. SAUDI ARABIA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 205. SAUDI ARABIA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 206. SAUDI ARABIA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 207. SOUTH AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 208. SOUTH AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 209. SOUTH AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 210. SOUTH AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 211. SOUTH AFRICA RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 212. SPAIN RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 213. SPAIN RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 214. SPAIN RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 215. SPAIN RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 216. SPAIN RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 217. SWEDEN RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 218. SWEDEN RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 219. SWEDEN RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 220. SWEDEN RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 221. SWEDEN RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 222. SWITZERLAND RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 223. SWITZERLAND RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 224. SWITZERLAND RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 225. SWITZERLAND RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 226. SWITZERLAND RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 227. TURKEY RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 228. TURKEY RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 229. TURKEY RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 230. TURKEY RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 231. TURKEY RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 232. UNITED ARAB EMIRATES RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 233. UNITED ARAB EMIRATES RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 234. UNITED ARAB EMIRATES RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 235. UNITED ARAB EMIRATES RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 236. UNITED ARAB EMIRATES RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 237. UNITED KINGDOM RECOMMENDATION ENGINES MARKET SIZE, BY TYPES, 2018-2030 (USD MILLION)
• TABLE 238. UNITED KINGDOM RECOMMENDATION ENGINES MARKET SIZE, BY TECHNOLOGY, 2018-2030 (USD MILLION)
• TABLE 239. UNITED KINGDOM RECOMMENDATION ENGINES MARKET SIZE, BY DEPLOYMENT, 2018-2030 (USD MILLION)
• TABLE 240. UNITED KINGDOM RECOMMENDATION ENGINES MARKET SIZE, BY END-USER, 2018-2030 (USD MILLION)
• TABLE 241. UNITED KINGDOM RECOMMENDATION ENGINES MARKET SIZE, BY ORGANIZATIONS, 2018-2030 (USD MILLION)
• TABLE 242. RECOMMENDATION ENGINES MARKET SHARE, BY KEY PLAYER, 2023
• TABLE 243. RECOMMENDATION ENGINES MARKET, FPNV POSITIONING MATRIX, 2023

The Recommendation Engines Market was valued at USD 2.44 billion in 2023, expected to reach USD 2.81 billion in 2024, and is projected to grow at a CAGR of 13.00%, to USD 5.75 billion by 2030.

Recommendation engines are algorithms designed to suggest products, services, or content to users, based on data about their preferences and behaviors. They are integral to the personalization efforts of businesses across various sectors such as e-commerce, entertainment, and social media. The necessity of recommendation engines stems from their ability to enhance user experience through personalized suggestions, thereby increasing engagement, conversion rates, and ultimately, customer loyalty. Their application ranges across industries from online retail, where they suggest products based on past purchases, to streaming services that tailor content recommendations. End-use scope is broad, including sectors like financial services, news and media, and healthcare for personalized content and services suggestions.

The market for recommendation engines is bolstered by factors such as the growing emphasis on customer personalization, advancements in AI and machine learning, and the proliferation of digital platforms. Businesses are increasingly investing in this technology to differentiate themselves in a crowded marketplace. The latest opportunities lie in leveraging big data analytics and enhancing algorithms to offer more precise recommendations. Companies should focus on integrating recommendation engines with emerging technologies such as augmented reality (AR) and virtual reality (VR) to provide immersive experiences.

However, challenges include data privacy concerns, algorithmic biases, and the need for massive computational power. Navigating regulatory challenges surrounding data use and ensuring ethical AI practices are critical limitations affecting market growth. To overcome these, innovation should focus on developing sophisticated algorithms that ensure data security and user privacy, as well as reducing algorithmic biases.

The best business growth areas involve investing in adaptive and context-aware recommendation systems, which can predict user needs in real-time. The nature of the market is dynamic, driven by continuous technological advancements and shifting consumer expectations. Businesses that prioritize user-centric design and transparency in their recommendation engines are likely to thrive in this evolving landscape.

Market Dynamics: Unveiling Key Market Insights in the Rapidly Evolving Recommendation Engines Market

The Recommendation Engines Market is undergoing transformative changes driven by a dynamic interplay of supply and demand factors. Understanding these evolving market dynamics prepares business organizations to make informed investment decisions, refine strategic decisions, and seize new opportunities. By gaining a comprehensive view of these trends, business organizations can mitigate various risks across political, geographic, technical, social, and economic domains while also gaining a clearer understanding of consumer behavior and its impact on manufacturing costs and purchasing trends.

• Market Drivers
  • Rising e-commerce and online retail activities
  • Surge in online media streaming platforms
  • Increasing demand for data-driven solutions across businesses
• Market Restraints
  • Complex implementation procedure
• Market Opportunities
  • Emergence of big data and personalized recommendations
  • Advancements in cutting-edge technologies such as AI and ML
• Market Challenges
  • Data privacy and data security concerns

Porter's Five Forces: A Strategic Tool for Navigating the Recommendation Engines Market

Porter's five forces framework is a critical tool for understanding the competitive landscape of the Recommendation Engines Market. It offers business organizations with a clear methodology for evaluating their competitive positioning and exploring strategic opportunities. This framework helps businesses assess the power dynamics within the market and determine the profitability of new ventures. With these insights, business organizations can leverage their strengths, address weaknesses, and avoid potential challenges, ensuring a more resilient market positioning.

PESTLE Analysis: Navigating External Influences in the Recommendation Engines Market

External macro-environmental factors play a pivotal role in shaping the performance dynamics of the Recommendation Engines Market. Political, Economic, Social, Technological, Legal, and Environmental factors analysis provides the necessary information to navigate these influences. By examining PESTLE factors, businesses can better understand potential risks and opportunities. This analysis enables business organizations to anticipate changes in regulations, consumer preferences, and economic trends, ensuring they are prepared to make proactive, forward-thinking decisions.

Market Share Analysis: Understanding the Competitive Landscape in the Recommendation Engines Market

A detailed market share analysis in the Recommendation Engines Market provides a comprehensive assessment of vendors' performance. Companies can identify their competitive positioning by comparing key metrics, including revenue, customer base, and growth rates. This analysis highlights market concentration, fragmentation, and trends in consolidation, offering vendors the insights required to make strategic decisions that enhance their position in an increasingly competitive landscape.

FPNV Positioning Matrix: Evaluating Vendors' Performance in the Recommendation Engines Market

The Forefront, Pathfinder, Niche, Vital (FPNV) Positioning Matrix is a critical tool for evaluating vendors within the Recommendation Engines Market. This matrix enables business organizations to make well-informed decisions that align with their goals by assessing vendors based on their business strategy and product satisfaction. The four quadrants provide a clear and precise segmentation of vendors, helping users identify the right partners and solutions that best fit their strategic objectives.

Strategy Analysis & Recommendation: Charting a Path to Success in the Recommendation Engines Market

A strategic analysis of the Recommendation Engines Market is essential for businesses looking to strengthen their global market presence. By reviewing key resources, capabilities, and performance indicators, business organizations can identify growth opportunities and work toward improvement. This approach helps businesses navigate challenges in the competitive landscape and ensures they are well-positioned to capitalize on newer opportunities and drive long-term success.

Key Company Profiles

The report delves into recent significant developments in the Recommendation Engines Market, highlighting leading vendors and their innovative profiles. These include Adobe Inc., Amazon Web Services, Inc., Automattic Inc., Coveo Solutions Inc., Criteo, Datrics, Inc., Dynamic Yield Ltd., Google LLC by Alphabet Inc., Hewlett Packard Enterprise Development LP, Intel Corporation, International Business Machine Corporation, Macrometa Corporation, Mad Street Den Inc., Memgraph Ltd., Microsoft Corporation, Monetate, Inc., Neo4j, Inc., Netflix, Inc., Nosto Solutions Oy, NVIDIA Corporation, Optimizely, Inc, Oracle Corporation, Recombee, s.r.o., Salesforce, Inc., and SAP SE.

Market Segmentation & Coverage

This research report categorizes the Recommendation Engines Market to forecast the revenues and analyze trends in each of the following sub-markets:

• Based on Types, market is studied across Collaborative Filtering, Content-Based Filtering, and Hybrid Recommendation.
• Based on Technology, market is studied across Context-Aware and Geospatial Aware.
• Based on Deployment, market is studied across On-Cloud and On-Premise.
• Based on End-User, market is studied across Application, BFSI, Healthcare, Information Technology, Manufacturing, Media & Entertainment, Personalized Campaigns & Customer Delivery, Proactive Asset Management, Product Planning, Retail, Strategy Operations & Planning, and Transportation.
• Based on Organizations, market is studied across Large Enterprises and Small & Medium Enterprises.
• Based on Region, market is studied across Americas, Asia-Pacific, and Europe, Middle East & Africa. The Americas is further studied across Argentina, Brazil, Canada, Mexico, and United States. The United States is further studied across California, Florida, Illinois, New York, Ohio, Pennsylvania, and Texas. The Asia-Pacific is further studied across Australia, China, India, Indonesia, Japan, Malaysia, Philippines, Singapore, South Korea, Taiwan, Thailand, and Vietnam. The Europe, Middle East & Africa is further studied across Denmark, Egypt, Finland, France, Germany, Israel, Italy, Netherlands, Nigeria, Norway, Poland, Qatar, Russia, Saudi Arabia, South Africa, Spain, Sweden, Switzerland, Turkey, United Arab Emirates, and United Kingdom.

The report offers a comprehensive analysis of the market, covering key focus areas:

1. Market Penetration: A detailed review of the current market environment, including extensive data from top industry players, evaluating their market reach and overall influence.

2. Market Development: Identifies growth opportunities in emerging markets and assesses expansion potential in established sectors, providing a strategic roadmap for future growth.

3. Market Diversification: Analyzes recent product launches, untapped geographic regions, major industry advancements, and strategic investments reshaping the market.

4. Competitive Assessment & Intelligence: Provides a thorough analysis of the competitive landscape, examining market share, business strategies, product portfolios, certifications, regulatory approvals, patent trends, and technological advancements of key players.

5. Product Development & Innovation: Highlights cutting-edge technologies, R&D activities, and product innovations expected to drive future market growth.

The report also answers critical questions to aid stakeholders in making informed decisions:

1. What is the current market size, and what is the forecasted growth?

2. Which products, segments, and regions offer the best investment opportunities?

3. What are the key technology trends and regulatory influences shaping the market?

4. How do leading vendors rank in terms of market share and competitive positioning?

5. What revenue sources and strategic opportunities drive vendors' market entry or exit strategies?

Table of Contents

1. Preface

• 1.1. Objectives of the Study
• 1.2. Market Segmentation & Coverage
• 1.3. Years Considered for the Study
• 1.4. Currency & Pricing
• 1.5. Language
• 1.6. Stakeholders

2. Research Methodology

• 2.1. Define: Research Objective
• 2.2. Determine: Research Design
• 2.3. Prepare: Research Instrument
• 2.4. Collect: Data Source
• 2.5. Analyze: Data Interpretation
• 2.6. Formulate: Data Verification
• 2.7. Publish: Research Report
• 2.8. Repeat: Report Update

3. Executive Summary

4. Market Overview

5. Market Insights

• 5.1. Market Dynamics
  • 5.1.1. Drivers
    • 5.1.1.1. Rising e-commerce and online retail activities
    • 5.1.1.2. Surge in online media streaming platforms
    • 5.1.1.3. Increasing demand for data-driven solutions across businesses
  • 5.1.2. Restraints
    • 5.1.2.1. Complex implementation procedure
  • 5.1.3. Opportunities
    • 5.1.3.1. Emergence of big data and personalized recommendations
    • 5.1.3.2. Advancements in cutting-edge technologies such as AI and ML
  • 5.1.4. Challenges
    • 5.1.4.1. Data privacy and data security concerns
• 5.2. Market Segmentation Analysis
• 5.3. Porter's Five Forces Analysis
  • 5.3.1. Threat of New Entrants
  • 5.3.2. Threat of Substitutes
  • 5.3.3. Bargaining Power of Customers
  • 5.3.4. Bargaining Power of Suppliers
  • 5.3.5. Industry Rivalry
• 5.4. PESTLE Analysis
  • 5.4.1. Political
  • 5.4.2. Economic
  • 5.4.3. Social
  • 5.4.4. Technological
  • 5.4.5. Legal
  • 5.4.6. Environmental

6. Recommendation Engines Market, by Types

• 6.1. Introduction
• 6.2. Collaborative Filtering
• 6.3. Content-Based Filtering
• 6.4. Hybrid Recommendation

7. Recommendation Engines Market, by Technology

• 7.1. Introduction
• 7.2. Context-Aware
• 7.3. Geospatial Aware

8. Recommendation Engines Market, by Deployment

• 8.1. Introduction
• 8.2. On-Cloud
• 8.3. On-Premise

9. Recommendation Engines Market, by End-User

• 9.1. Introduction
• 9.2. Application
• 9.3. BFSI
• 9.4. Healthcare
• 9.5. Information Technology
• 9.6. Manufacturing
• 9.7. Media & Entertainment
• 9.8. Personalized Campaigns & Customer Delivery
• 9.9. Proactive Asset Management
• 9.10. Product Planning
• 9.11. Retail
• 9.12. Strategy Operations & Planning
• 9.13. Transportation

10. Recommendation Engines Market, by Organizations

• 10.1. Introduction
• 10.2. Large Enterprises
• 10.3. Small & Medium Enterprises

11. Americas Recommendation Engines Market

• 11.1. Introduction
• 11.2. Argentina
• 11.3. Brazil
• 11.4. Canada
• 11.5. Mexico
• 11.6. United States

12. Asia-Pacific Recommendation Engines Market

• 12.1. Introduction
• 12.2. Australia
• 12.3. China
• 12.4. India
• 12.5. Indonesia
• 12.6. Japan
• 12.7. Malaysia
• 12.8. Philippines
• 12.9. Singapore
• 12.10. South Korea
• 12.11. Taiwan
• 12.12. Thailand
• 12.13. Vietnam

13. Europe, Middle East & Africa Recommendation Engines Market

• 13.1. Introduction
• 13.2. Denmark
• 13.3. Egypt
• 13.4. Finland
• 13.5. France
• 13.6. Germany
• 13.7. Israel
• 13.8. Italy
• 13.9. Netherlands
• 13.10. Nigeria
• 13.11. Norway
• 13.12. Poland
• 13.13. Qatar
• 13.14. Russia
• 13.15. Saudi Arabia
• 13.16. South Africa
• 13.17. Spain
• 13.18. Sweden
• 13.19. Switzerland
• 13.20. Turkey
• 13.21. United Arab Emirates
• 13.22. United Kingdom

14. Competitive Landscape

• 14.1. Market Share Analysis, 2023
• 14.2. FPNV Positioning Matrix, 2023
• 14.3. Competitive Scenario Analysis
• 14.4. Strategy Analysis & Recommendation

Companies Mentioned

• 1. Adobe Inc.
• 2. Amazon Web Services, Inc.
• 3. Automattic Inc.
• 4. Coveo Solutions Inc.
• 5. Criteo
• 6. Datrics, Inc.
• 7. Dynamic Yield Ltd.
• 8. Google LLC by Alphabet Inc.
• 9. Hewlett Packard Enterprise Development LP
• 10. Intel Corporation
• 11. International Business Machine Corporation
• 12. Macrometa Corporation
• 13. Mad Street Den Inc.
• 14. Memgraph Ltd.
• 15. Microsoft Corporation
• 16. Monetate, Inc.
• 17. Neo4j, Inc.
• 18. Netflix, Inc.
• 19. Nosto Solutions Oy
• 20. NVIDIA Corporation
• 21. Optimizely, Inc
• 22. Oracle Corporation
• 23. Recombee, s.r.o.
• 24. Salesforce, Inc.
• 25. SAP SE