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到 2030 年汽車資料記錄器市場預測：按類型、通路、連接類型、應用程式、最終用戶和地區進行的全球分析

Automotive Data Logger Market Forecasts to 2030 - Global Analysis By Type, Channel (Controller Area Networking, Local Interconnect Network, FlexRay, Ethernet and Other Channels), Connection Type, Application, End User and by Geography
出版日期: | 出版商: Stratistics Market Research Consulting | 英文 200+ Pages | 商品交期: 2-3個工作天內

價格

根據 Stratistics MRC 的數據，2023 年全球汽車資料記錄器市場規模將達到 40.1 億美元，預計到 2030 年將達到 73.4 億美元，預測期內複合年成長率為 9.0%。

稱為汽車資料記錄器的複雜工具用於從行駛的汽車中收集和儲存各種類型的資料點。這些小工具配備了感測器，可以追蹤許多變量，包括溫度、引擎轉速、加速度和速度。記錄器資料收集提供有關車輛有效性、安全性和性能的深入資訊。

國際汽車工業協會表示，汽車製造的永續實踐對於減少環境影響和確保該行業的長期生存至關重要。

對尖端汽車診斷產品的需求不斷成長

汽車產業對先進診斷解決方案的需求不斷成長，作為提高車輛性能和可靠性的手段。其中，汽車資料記錄器至關重要，因為它們提供各種車輛特性的詳細資訊，例如排放氣體、油耗和引擎性能。此外，隨著當今的車輛變得越來越複雜並且需要準確的診斷，汽車資料記錄器正在成為機械師和維修技術人員的重要工具。

互通性和標準化限制

汽車資料登錄缺乏統一的通訊協定或格式，使得各種汽車系統和外部應用程式之間的資料交換和互通性變得困難。在汽車生態系統中，資料格式、通訊協定和介面規範的不一致阻礙了整合與協作的順利進行。此外，標準化的缺乏使得開發和實施汽車資料登錄解決方案變得更加困難，從而限制了該解決方案與其他汽車技術和售後市場產品介接的能力。

自動駕駛和聯網汽車的成長

由於聯網汽車和自動駕駛汽車技術的快速發展，汽車資料記錄器有很多機會。這些車輛從感測器、攝影機、LiDAR和其他汽車系統產生大量資料。此外，資料登錄解決方案可以即時收集和分析這些資料。透過收集和分析來自眾多車輛零件和外部來源的資料，汽車資料記錄器對於遠距離診斷、預測性維護和自動駕駛等操作功能至關重要。

資料外洩和網路安全漏洞

隨著汽車的互聯程度越來越高以及汽車資料記錄器收集和傳輸的資料量不斷增加，網路安全風險已成為汽車行業的主要關注點。駭客可以針對車輛和資料登錄系統，以便未經許可獲取個人資訊、更改車輛功能或擾亂正常業務。此外，資料外洩的嚴重後果包括危及車輛安全、侵犯隱私、造成財務損失和損害品牌聲譽。

COVID-19 的影響：

汽車產業的供應鏈、製造和消費者需求都受到了 COVID-19 爆發的干擾，對汽車資料記錄市場產生了重大影響。汽車生產延誤、封鎖程序、工廠關閉和物流問題導致對汽車零件（包括資料記錄系統）的需求減少。此外，由於消費者購買力下降、對經濟前景缺乏信心以及出行習慣的改變，汽車銷量下降，導致汽車資料記錄器的使用量下降。

預計乙太網路部分在預測期內將是最大的

在汽車資料記錄器市場中，乙太網路部分佔據最大佔有率。乙太網路技術在汽車資料登錄應用中變得越來越普及，因為它提供高速資料傳輸、擴充性以及與現代汽車架構的兼容性。為了從各種車輛系統和感測器獲取和處理大量資料，由於車輛電子設備的複雜性不斷增加以及聯網汽車和自動駕駛車輛的興起，以乙太網路為基礎的資料登錄解決方案的需求量很大。

預計藍牙/Wi-Fi 領域在預測期內複合年成長率最高

在汽車資料記錄器市場中，藍牙/Wi-Fi技術的複合年成長率最高。藍牙和 Wi-Fi 連線提供的無線資料傳輸功能可實現外部設備、車輛系統和汽車資料記錄器之間的順暢通訊。無線連接有助於即時資料登錄，並允許遠端存取車輛資料以進行監控、分析和診斷。此外，汽車技術人員和工程師可以使用藍牙或基於 Wi-Fi 的資料記錄器無線存取和分析車輛資料，從而無需實體連接或存取汽車連接埠。這些設備使這種靈活性和便利性成為可能。

佔比最大的地區：

亞太地區佔據汽車資料記錄器市場的最大佔有率。這一優勢得益於中國、日本和韓國等重要汽車製造地的存在，這些國家的快速產業擴張和尖端汽車技術的採用正在推動對汽車資料登錄解決方案的需求。此外，對車輛安全和排放的監管要求不斷提高，以及對車輛電動和連網型移動解決方案的日益重視，也推動了該地區對汽車資料記錄器的需求。

複合年成長率最高的地區：

在汽車資料記錄器市場中，北美的複合年成長率最高。推動這一成長的因素有很多，包括該地區汽車工業的蓬勃發展、技術的發展以及聯網汽車和自動駕駛汽車的日益普及。北美是一些世界頂級汽車製造商和高科技公司的所在地，使其成為汽車電子和資料登錄解決方案的創新中心。此外，有關車輛安全和排放氣體的嚴格監管要求進一步推動了該地區汽車資料記錄儀的採用，從而導致對複雜診斷和監控技術的需求增加。

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目錄

第1章執行摘要

第2章 前言

  • 概述
  • 相關利益者
  • 調查範圍
  • 調查方法
    • 資料探勘
    • 資料分析
    • 資料檢驗
    • 研究途徑
  • 研究資訊來源
    • 主要研究資訊來源
    • 二次研究資訊來源
    • 先決條件

第3章市場趨勢分析

  • 促進因素
  • 抑制因素
  • 機會
  • 威脅
  • 應用分析
  • 最終用戶分析
  • 新興市場
  • COVID-19 的影響

第4章波特五力分析

  • 供應商的議價能力
  • 買方議價能力
  • 替代品的威脅
  • 新進入者的威脅
  • 競爭公司之間的敵對關係

第5章全球汽車資料記錄器市場：按類型

  • 獨立資料記錄器
  • 自動化系統/模組
  • 其他類型

第6章全球汽車資料記錄器市場：按通路

  • 控制器區域網路（CAN 和 CAN FD）
  • 本機互連網路 (LIN)
  • 弗萊克斯雷
  • 乙太網路
  • 其他管道

第7章全球汽車資料記錄器市場：按連接類型

  • USB
  • Bluetooth/Wi-Fi
  • SD卡
  • 其他連線類型

第8章全球汽車資料記錄器市場：按應用分類

  • 預售
  • 售後
    • 高級駕駛輔助系統 (ADAS) 和安全
    • 汽車保險
    • 車隊的管理
    • 機載診斷
  • 其他用途

第9章全球汽車資料記錄器市場：依最終用戶分類

  • 原始設備製造商
  • 服務站
  • 監管機構
  • 其他最終用戶

第10章全球汽車資料記錄器市場：按地區

  • 北美洲
    • 美國
    • 加拿大
    • 墨西哥
  • 歐洲
    • 德國
    • 英國
    • 義大利
    • 法國
    • 西班牙
    • 其他歐洲國家
  • 亞太地區
    • 日本
    • 中國
    • 印度
    • 澳洲
    • 紐西蘭
    • 韓國
    • 其他亞太地區
  • 南美洲
    • 阿根廷
    • 巴西
    • 智利
    • 南美洲其他地區
  • 中東/非洲
    • 沙烏地阿拉伯
    • 阿拉伯聯合大公國
    • 卡達
    • 南非
    • 其他中東和非洲

第11章 主要進展

  • 合約、夥伴關係、協作和合資企業
  • 收購和合併
  • 新產品發布
  • 業務擴展
  • 其他關鍵策略

第12章 公司概況

  • Harman International
  • Continental AG
  • Influx Technology
  • MadgeTech, Inc
  • Delphi Technologies
  • HEM Data Corporation
  • Intrepid Control Systems, Inc
  • Aptiv PLC
  • Ipetronik GmbH & Co.
  • MEN Micro Inc
  • Robert Bosch GmbH
  • Transtron Inc.
  • NSM Solutions
  • Danlaw Technologies India Limited
  • National Instruments Corporation
  • Racelogic
  • Vector Informatik GmbH
Product Code: SMRC26226

According to Stratistics MRC, the Global Automotive Data Logger Market is accounted for $4.01 billion in 2023 and is expected to reach $7.34 billion by 2030 growing at a CAGR of 9.0% during the forecast period. A complex tool called an automotive data logger is used to collect and store different types of data points from a car while it's being driven. These gadgets have sensors that track a number of variables; including temperature, engine RPM, acceleration, and speed. The logger's data collection can yield insightful information about the effectiveness, safety, and performance of the vehicle.

According to the International Association of Automobile Manufacturers, Sustainable practices in automotive manufacturing are critical for reducing environmental impact and ensuring long-term viability of the industry.

Market Dynamics:

Driver:

Growing need for cutting-edge auto diagnostic products

Advanced diagnostic solutions are in high demand in the automotive industry as a means of improving vehicle performance and dependability. In this context, automotive data loggers are essential, as they offer detailed information on a range of vehicle characteristics, including emissions, fuel economy, and engine performance. Moreover, automotive data loggers are becoming essential tools for mechanics and service technicians due to the complexity of today's vehicles and the requirement for accurate diagnostics.

Restraint:

Restricted interoperability and standardization

The absence of uniform protocols and formats for automotive data logging presents difficulties for data interchange and interoperability between various car systems and external applications. In the automotive ecosystem, inconsistent data formats, communication protocols, and interface specifications impede smooth integration and cooperation. Additionally, by making the development and implementation of automotive data logging solutions more difficult, this lack of standardization restricts the solutions' ability to interface with other automotive technologies and aftermarket goods.

Opportunity:

Growth of autonomous and connected vehicles

Automotive data loggers have a lot of opportunities due to the quick development of connected and autonomous vehicle technologies. These vehicles produce enormous volumes of data from their sensors, cameras, LiDAR, and other onboard systems. Moreover, data logging solutions allow for the real-time collection and analysis of this data. By gathering and analyzing data from numerous vehicle components and outside sources, automotive data loggers are essential to the operation of features like remote diagnostics, predictive maintenance, and autonomous driving.

Threat:

Data breach and cyber security vulnerabilities

Cyber security risks are a major concern for the automotive industry because of the growing connectivity of vehicles and the volume of data being collected and transmitted by automotive data loggers. Hackers may target automobiles and data logging systems in an effort to obtain private information without authorization, alter vehicle features, or interfere with regular business operations. Additionally, serious repercussions from data breaches can include jeopardizing car safety, violating privacy, causing financial losses, and harming a brand's reputation.

Covid-19 Impact:

The supply chain, manufacturing, and consumer demand of the automotive industry have all been disrupted by the COVID-19 pandemic, which has had a substantial effect on the market for automotive data logs. Production of vehicles has been delayed, and demands for automotive components-including data logging systems-has decreased as a result of lockdown procedures, plant closures, and logistical problems. Moreover, car sales have also decreased due to lower consumer purchasing power, a lack of confidence in the economic outlook, and altered travel habits, which have decreased the use of automotive data loggers.

The Ethernet segment is expected to be the largest during the forecast period

In the market for automotive data logs, the Ethernet segment holds the largest share. Ethernet technology is becoming more and more popular for automotive data logging applications because it provides high-speed data transmission, scalability, and compatibility with contemporary automotive architectures. In order to capture and process large volumes of data from various vehicle systems and sensors, Ethernet-based data logging solutions are in high demand due to the growing complexity of vehicle electronics and the rise of connected and autonomous vehicles.

The Bluetooth/Wi-Fi segment is expected to have the highest CAGR during the forecast period

In the automotive data logger market, Bluetooth/Wi-Fi technology has the highest CAGR. Wireless data transmission capabilities provided by Bluetooth and Wi-Fi connectivity allow for smooth communication between external devices, car systems, and onboard data loggers. Wireless connectivity makes it easier to log data in real time and allows remote access to vehicle data for monitoring, analysis, and diagnostics. Furthermore, automotive technicians and engineers can access and analyze vehicle data wirelessly with Bluetooth or Wi-Fi-based data loggers, eliminating the need for a physical connection or access to onboard ports. This flexibility and convenience are made possible by these devices.

Region with largest share:

The automotive data logger market's largest share is held by the Asia-Pacific region. The existence of significant automotive manufacturing hubs like China, Japan, and South Korea, where the demand for automotive data logging solutions is fueled by the industry's rapid expansion and the adoption of cutting-edge vehicle technologies, is one of the factors contributing to this dominance. Moreover, the demand for automotive data loggers in the area has been boosted by rising regulatory requirements for vehicle safety and emissions, as well as a growing emphasis on vehicle electrification and connected mobility solutions.

Region with highest CAGR:

In the market for automotive data loggers, North America has the highest CAGR. Numerous factors, such as the region's thriving auto industry, technological developments, and the growing uptake of connected and autonomous vehicles, are driving this growth. North America is a center for automotive electronics and data logging solutions innovation because it is home to several of the world's top automakers and tech firms. Additionally, the region's adoption of automotive data loggers is further aided by the strict regulatory requirements for vehicle safety and emissions, which in turn fuel demand for sophisticated diagnostic and monitoring technologies.

Key players in the market

Some of the key players in Automotive Data Logger market include Harman International, Continental AG, Influx Technology, MadgeTech, Inc, Delphi Technologies, HEM Data Corporation, Intrepid Control Systems, Inc, Aptiv PLC, Ipetronik GmbH & Co., MEN Micro Inc, Robert Bosch GmbH, Transtron Inc., NSM Solutions, Danlaw Technologies India Limited, National Instruments Corporation, Racelogic and Vector Informatik GmbH.

Key Developments:

In December 2023, Continental has struck a commercial partnership with the organizers of cycling's Giro d'Italia in a deal that will see the tire manufacturer become a top sponsor of next year's edition. The deal, struck with organizer RCS Sports, sees Continental become the official tire of Giro d'Italia, one of cycling's three annual 'grand tours,' after previously sponsoring the event between 2018 and 2020.

In July 2023, NSM Insurance Group, the nation's leading specialty insurance provider with more than $1.5B in premium across 25+ niche insurance programs in the U.S. and U.K., today announced the completion of its acquisition of Shield Commercial Insurance Services. Based in Palm Desert, CA, Shield specializes in insurance solutions for the general contractor and construction liability space.

In June 2023, Bosch Corporation, the Japanese subsidiary of Robert Bosch GmbH, a leading global supplier of technology and services, signed the contract for the naming rights for the Tsuzuki Ward Cultural Center with Yokohama City on June 29, 2023. Yokohama City is preparing to open the center in March 2025. The official nickname for the center will be "Bosch Hall" and the agreement covers 10 year and 3 months from January 2025 to March 2035.

Types Covered:

  • Stand-Alone Data Loggers
  • Automated Systems/ Modules
  • Other Types

Channels Covered:

  • Controller Area Networking (CAN & CAN FD)
  • Local Interconnect Network (LIN)
  • FlexRay
  • Ethernet
  • Other Channels

Connection Types Covered:

  • USB
  • Bluetooth/Wi-Fi
  • SD Card
  • Other Connection Types

Applications Covered:

  • Pre-sale
  • Post-sale
  • Other Applications

End Users Covered:

  • Original Equipment Manufacturer
  • Service Station
  • Regulatory Bodies
  • Other End Users

Regions Covered:

  • North America
    • US
    • Canada
    • Mexico
  • Europe
    • Germany
    • UK
    • Italy
    • France
    • Spain
    • Rest of Europe
  • Asia Pacific
    • Japan
    • China
    • India
    • Australia
    • New Zealand
    • South Korea
    • Rest of Asia Pacific
  • South America
    • Argentina
    • Brazil
    • Chile
    • Rest of South America
  • Middle East & Africa
    • Saudi Arabia
    • UAE
    • Qatar
    • South Africa
    • Rest of Middle East & Africa

What our report offers:

  • Market share assessments for the regional and country-level segments
  • Strategic recommendations for the new entrants
  • Covers Market data for the years 2021, 2022, 2023, 2026, and 2030
  • Market Trends (Drivers, Constraints, Opportunities, Threats, Challenges, Investment Opportunities, and recommendations)
  • Strategic recommendations in key business segments based on the market estimations
  • Competitive landscaping mapping the key common trends
  • Company profiling with detailed strategies, financials, and recent developments
  • Supply chain trends mapping the latest technological advancements

Free Customization Offerings:

All the customers of this report will be entitled to receive one of the following free customization options:

  • Company Profiling
    • Comprehensive profiling of additional market players (up to 3)
    • SWOT Analysis of key players (up to 3)
  • Regional Segmentation
    • Market estimations, Forecasts and CAGR of any prominent country as per the client's interest (Note: Depends on feasibility check)
  • Competitive Benchmarking
    • Benchmarking of key players based on product portfolio, geographical presence, and strategic alliances

Table of Contents

1 Executive Summary

2 Preface

  • 2.1 Abstract
  • 2.2 Stake Holders
  • 2.3 Research Scope
  • 2.4 Research Methodology
    • 2.4.1 Data Mining
    • 2.4.2 Data Analysis
    • 2.4.3 Data Validation
    • 2.4.4 Research Approach
  • 2.5 Research Sources
    • 2.5.1 Primary Research Sources
    • 2.5.2 Secondary Research Sources
    • 2.5.3 Assumptions

3 Market Trend Analysis

  • 3.1 Introduction
  • 3.2 Drivers
  • 3.3 Restraints
  • 3.4 Opportunities
  • 3.5 Threats
  • 3.6 Application Analysis
  • 3.7 End User Analysis
  • 3.8 Emerging Markets
  • 3.9 Impact of Covid-19

4 Porters Five Force Analysis

  • 4.1 Bargaining power of suppliers
  • 4.2 Bargaining power of buyers
  • 4.3 Threat of substitutes
  • 4.4 Threat of new entrants
  • 4.5 Competitive rivalry

5 Global Automotive Data Logger Market, By Type

  • 5.1 Introduction
  • 5.2 Stand-Alone Data Loggers
  • 5.3 Automated Systems/ Modules
  • 5.4 Other Types

6 Global Automotive Data Logger Market, By Channel

  • 6.1 Introduction
  • 6.2 Controller Area Networking (CAN & CAN FD)
  • 6.3 Local Interconnect Network (LIN)
  • 6.4 FlexRay
  • 6.5 Ethernet
  • 6.6 Other Channels

7 Global Automotive Data Logger Market, By Connection Type

  • 7.1 Introduction
  • 7.2 USB
  • 7.3 Bluetooth/Wi-Fi
  • 7.4 SD Card
  • 7.5 Other Connection Types

8 Global Automotive Data Logger Market, By Application

  • 8.1 Introduction
  • 8.2 Pre-sale
  • 8.3 Post-sale
    • 8.3.1 Advanced Driver Assistant System (ADAS) and Safety
    • 8.3.2 Automotive Insurance
    • 8.3.3 Fleet Management
    • 8.3.4 On-Board Diagnostics
  • 8.4 Other Applications

9 Global Automotive Data Logger Market, By End User

  • 9.1 Introduction
  • 9.2 Original Equipment Manufacturer
  • 9.3 Service Station
  • 9.4 Regulatory Bodies
  • 9.5 Other End Users

10 Global Automotive Data Logger Market, By Geography

  • 10.1 Introduction
  • 10.2 North America
    • 10.2.1 US
    • 10.2.2 Canada
    • 10.2.3 Mexico
  • 10.3 Europe
    • 10.3.1 Germany
    • 10.3.2 UK
    • 10.3.3 Italy
    • 10.3.4 France
    • 10.3.5 Spain
    • 10.3.6 Rest of Europe
  • 10.4 Asia Pacific
    • 10.4.1 Japan
    • 10.4.2 China
    • 10.4.3 India
    • 10.4.4 Australia
    • 10.4.5 New Zealand
    • 10.4.6 South Korea
    • 10.4.7 Rest of Asia Pacific
  • 10.5 South America
    • 10.5.1 Argentina
    • 10.5.2 Brazil
    • 10.5.3 Chile
    • 10.5.4 Rest of South America
  • 10.6 Middle East & Africa
    • 10.6.1 Saudi Arabia
    • 10.6.2 UAE
    • 10.6.3 Qatar
    • 10.6.4 South Africa
    • 10.6.5 Rest of Middle East & Africa

11 Key Developments

  • 11.1 Agreements, Partnerships, Collaborations and Joint Ventures
  • 11.2 Acquisitions & Mergers
  • 11.3 New Product Launch
  • 11.4 Expansions
  • 11.5 Other Key Strategies

12 Company Profiling

  • 12.1 Harman International
  • 12.2 Continental AG
  • 12.3 Influx Technology
  • 12.4 MadgeTech, Inc
  • 12.5 Delphi Technologies
  • 12.6 HEM Data Corporation
  • 12.7 Intrepid Control Systems, Inc
  • 12.8 Aptiv PLC
  • 12.9 Ipetronik GmbH & Co.
  • 12.10 MEN Micro Inc
  • 12.11 Robert Bosch GmbH
  • 12.12 Transtron Inc.
  • 12.13 NSM Solutions
  • 12.14 Danlaw Technologies India Limited
  • 12.15 National Instruments Corporation
  • 12.16 Racelogic
  • 12.17 Vector Informatik GmbH

List of Tables

  • Table 1 Global Automotive Data Logger Market Outlook, By Region (2021-2030) ($MN)
  • Table 2 Global Automotive Data Logger Market Outlook, By Type (2021-2030) ($MN)
  • Table 3 Global Automotive Data Logger Market Outlook, By Stand-Alone Data Loggers (2021-2030) ($MN)
  • Table 4 Global Automotive Data Logger Market Outlook, By Automated Systems/ Modules (2021-2030) ($MN)
  • Table 5 Global Automotive Data Logger Market Outlook, By Other Types (2021-2030) ($MN)
  • Table 6 Global Automotive Data Logger Market Outlook, By Channel (2021-2030) ($MN)
  • Table 7 Global Automotive Data Logger Market Outlook, By Controller Area Networking (CAN & CAN FD) (2021-2030) ($MN)
  • Table 8 Global Automotive Data Logger Market Outlook, By Local Interconnect Network (LIN) (2021-2030) ($MN)
  • Table 9 Global Automotive Data Logger Market Outlook, By FlexRay (2021-2030) ($MN)
  • Table 10 Global Automotive Data Logger Market Outlook, By Ethernet (2021-2030) ($MN)
  • Table 11 Global Automotive Data Logger Market Outlook, By Other Channels (2021-2030) ($MN)
  • Table 12 Global Automotive Data Logger Market Outlook, By Connection Type (2021-2030) ($MN)
  • Table 13 Global Automotive Data Logger Market Outlook, By USB (2021-2030) ($MN)
  • Table 14 Global Automotive Data Logger Market Outlook, By Bluetooth/Wi-Fi (2021-2030) ($MN)
  • Table 15 Global Automotive Data Logger Market Outlook, By SD Card (2021-2030) ($MN)
  • Table 16 Global Automotive Data Logger Market Outlook, By Other Connection Types (2021-2030) ($MN)
  • Table 17 Global Automotive Data Logger Market Outlook, By Application (2021-2030) ($MN)
  • Table 18 Global Automotive Data Logger Market Outlook, By Pre-sale (2021-2030) ($MN)
  • Table 19 Global Automotive Data Logger Market Outlook, By Post-sale (2021-2030) ($MN)
  • Table 20 Global Automotive Data Logger Market Outlook, By Advanced Driver Assistant System (ADAS) and Safety (2021-2030) ($MN)
  • Table 21 Global Automotive Data Logger Market Outlook, By Automotive Insurance (2021-2030) ($MN)
  • Table 22 Global Automotive Data Logger Market Outlook, By Fleet Management (2021-2030) ($MN)
  • Table 23 Global Automotive Data Logger Market Outlook, By On-Board Diagnostics (2021-2030) ($MN)
  • Table 24 Global Automotive Data Logger Market Outlook, By Other Applications (2021-2030) ($MN)
  • Table 25 Global Automotive Data Logger Market Outlook, By End User (2021-2030) ($MN)
  • Table 26 Global Automotive Data Logger Market Outlook, By Original Equipment Manufacturer (2021-2030) ($MN)
  • Table 27 Global Automotive Data Logger Market Outlook, By Service Station (2021-2030) ($MN)
  • Table 28 Global Automotive Data Logger Market Outlook, By Regulatory Bodies (2021-2030) ($MN)
  • Table 29 Global Automotive Data Logger Market Outlook, By Other End Users (2021-2030) ($MN)

Note: Tables for North America, Europe, APAC, South America, and Middle East & Africa Regions are also represented in the same manner as above.