Automotive Digital Key Market: Global Industry Analysis, Size, Share, Growth, Trends, and Forecast, 2021-2031

Publish Date: May 2021

Report Code: TMR2333A

Publisher: Transparency

Single User License: $5795

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Report Highlights

Automotive Digital Key Market – Scope of the Report
Transparency Market Research’s recent report on the automotive digital key market, with the help of a comprehensive outlook, provides readers with an assessment of the global market landscape. This study on the automotive digital key market analyzes the scenario for the period of 2021 to 2031, wherein, 2020 is the base year and 2017 to 2019 covers historical data. This report enables readers to make important decisions with regard to their business, with the help of a wealth of information enclosed in the study.

This TMR study on the automotive digital key market also provides data on the developments made by important players and stakeholders in the market, along with a competitive analysis. The report also provides an understanding of the strengths, weaknesses, threats, and opportunities, along with the trends and restraints in the landscape. Presented in a clear sanctioned manner, this report on the automotive digital key market gives readers an individual understanding of the market.

Key Questions Answered in This Report on Automotive Digital Key Market

  • How much value will the automotive digital key market generate by the end of the forecast period?
  • Which segment of the market is likely to have the maximum market share by 2031?
  • What are the impact factors and their effects on the market for automotive digital keys?
  • What regions currently contribute the maximum share to the overall automotive digital key market?
  • What are the indicators expected to drive the automotive digital key market?
  • What region is likely to be a lucrative market during the forecast period?
  • What are the essential strategies by key stakeholders in the automotive digital key market to expand their geographic presence?
  • What are the major advancements witnessed in the automotive digital key market?
  • How regulatory norms affected the market for automotive digital key market?

This report answers these questions and more about the automotive digital key market, aiding major stakeholders and key players in making the right decisions and strategizing for the advancement of their business.

Automotive Digital Key Market – Research Methodology
This TMR report on the automotive digital key market is based on a complete and comprehensive evaluation of the market, backed by secondary and primary sources. Market volume is determined by country wise model mapping of vehicle through internal & external proprietary databases, and relevant patent and regulatory databases. The competitive scenario of the automotive digital key market is supported by an assessment of the different factors that influence the market on a minute and granular level. By thoroughly analyzing the historical data, current trends and announcement by key players, researchers of the automotive digital key market arrive at predictions and estimations, and calculate the forecast for the market.

This report uses an analytical triangulation method to estimate the numbers and figures of the automotive digital key market, with both a bottom-up and top-down approach.

This detailed assessment of the automotive digital key market, along with an overview of the landscape, is provided based on a careful examination of the avenues related to this industry. Analysts’ conclusions on how the automotive digital key market is estimated to expand are based on carefully vetted primary and secondary sources.

  • Table 1 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Table 2 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Table 3 : Global Automotive Digital Key Market Volume (Million Units) Forecast, by Connectivity, 2017-2031
  • Table 4 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Table 5 : Global Automotive Digital Key Market Volume (Million Units) Forecast, by Hardware, 2017-2031
  • Table 6 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Table 7 : Global Automotive Digital Key Market Volume (Million Units) Forecast, by Technology, 2017-2031
  • Table 8 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Table 9 : Global Automotive Digital Key Market Volume (Million Units) Forecast, by Vehicle Type, 2017-2031
  • Table 10 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Table 11 : Global Automotive Digital Key Market Volume (Million Units) Forecast, by Sales Channel, 2017-2031
  • Table 12 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Table 13 : Global Automotive Digital Key Market Volume (Million Units) Forecast, by Region, 2017-2031
  • Table 14 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Region, 2017-2031
  • Table 15 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Table 16 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Table 17 : North America Automotive Digital Key Market Volume (Million Units) Forecast, by Connectivity, 2017-2031
  • Table 18 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Table 19 : North America Automotive Digital Key Market Volume (Million Units) Forecast, by Hardware, 2017-2031
  • Table 20 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Table 21 : North America Automotive Digital Key Market Volume (Million Units) Forecast, by Technology, 2017-2031
  • Table 22 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Table 23 : North America Automotive Digital Key Market Volume (Million Units) Forecast, by Vehicle Type, 2017-2031
  • Table 24 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Table 25 : North America Automotive Digital Key Market Volume (Million Units) Forecast, by Sales Channel, 2017-2031
  • Table 26 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Table 27 : North America Automotive Digital Key Market Volume (Million Units) Forecast, by Country & Sub-region, 2017-2031
  • Table 28 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Country & Sub-region, 2017-2031
  • Table 29 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Table 30 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Table 31 : Europe Automotive Digital Key Market Volume (Million Units) Forecast, by Connectivity, 2017-2031
  • Table 32 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Table 33 : Europe Automotive Digital Key Market Volume (Million Units) Forecast, by Hardware, 2017-2031
  • Table 34 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Table 35 : Europe Automotive Digital Key Market Volume (Million Units) Forecast, by Technology, 2017-2031
  • Table 36 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Table 37 : Europe Automotive Digital Key Market Volume (Million Units) Forecast, by Vehicle Type, 2017-2031
  • Table 38 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Table 39 : Europe Automotive Digital Key Market Volume (Million Units) Forecast, by Sales Channel, 2017-2031
  • Table 40 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Table 41 : Europe Automotive Digital Key Market Volume (Million Units) Forecast, by Country & Sub-region, 2017-2031
  • Table 42 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Country & Sub-region, 2017-2031
  • Table 43 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Table 44 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Table 45 : Asia Pacific Automotive Digital Key Market Volume (Million Units) Forecast, by Connectivity, 2017-2031
  • Table 46 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Table 47 : Asia Pacific Automotive Digital Key Market Volume (Million Units) Forecast, by Hardware, 2017-2031
  • Table 48 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Table 49 : Asia Pacific Automotive Digital Key Market Volume (Million Units) Forecast, by Technology, 2017-2031
  • Table 50 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Table 51 : Asia Pacific Automotive Digital Key Market Volume (Million Units) Forecast, by Vehicle Type, 2017-2031
  • Table 52 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Table 53 : Asia Pacific Automotive Digital Key Market Volume (Million Units) Forecast, by Sales Channel, 2017-2031
  • Table 54 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Table 55 : Asia Pacific Automotive Digital Key Market Volume (Million Units) Forecast, by Country & Sub-region, 2017-2031
  • Table 56 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Country & Sub-region, 2017-2031
  • Table 57 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Table 58 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Table 59 : Middle East & Africa Automotive Digital Key Market Volume (Million Units) Forecast, by Connectivity, 2017-2031
  • Table 60 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Table 61 : Middle East & Africa Automotive Digital Key Market Volume (Million Units) Forecast, by Hardware, 2017-2031
  • Table 62 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Table 63 : Middle East & Africa Automotive Digital Key Market Volume (Million Units) Forecast, by Technology, 2017-2031
  • Table 64 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Table 65 : Middle East & Africa Automotive Digital Key Market Volume (Million Units) Forecast, by Vehicle Type, 2017-2031
  • Table 66 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Table 67 : Middle East & Africa Automotive Digital Key Market Volume (Million Units) Forecast, by Sales Channel, 2017-2031
  • Table 68 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Table 69 : Middle East & Africa Automotive Digital Key Market Volume (Million Units) Forecast, by Country & Sub-region, 2017-2031
  • Table 70 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Country & Sub-region, 2017-2031
  • Table 71 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Table 72 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Table 73 : Latin America Automotive Digital Key Market Volume (Million Units) Forecast, by Connectivity, 2017-2031
  • Table 74 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Table 75 : Latin America Automotive Digital Key Market Volume (Million Units) Forecast, by Hardware, 2017-2031
  • Table 76 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Table 77 : Latin America Automotive Digital Key Market Volume (Million Units) Forecast, by Technology, 2017-2031
  • Table 78 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Table 79 : Latin America Automotive Digital Key Market Volume (Million Units) Forecast, by Vehicle Type, 2017-2031
  • Table 80 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Table 81 : Latin America Automotive Digital Key Market Volume (Million Units) Forecast, by Sales Channel, 2017-2031
  • Table 82 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Table 83 : Latin America Automotive Digital Key Market Volume (Million Units) Forecast, by Country & Sub-region, 2017-2031
  • Table 84 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Country & Sub-region, 2017-2031
  • Figure 1 : Global Automotive Digital Key Market Volume (Million Units) Forecast, 2017-2031
  • Figure 2 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, 2017-2031
  • Figure 3 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Figure 4 : Global Automotive Digital Key Market Attractiveness, by Component , 2021-2031
  • Figure 5 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Figure 6 : Global Automotive Digital Key Market Attractiveness, by Application , 2021-2031
  • Figure 7 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Figure 8 : Global Automotive Digital Key Market Attractiveness, by Connectivity , 2021-2031
  • Figure 9 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Figure 10 : Global Automotive Digital Key Market Attractiveness, by Hardware , 2021-2031
  • Figure 11 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Figure 12 : Global Automotive Digital Key Market Attractiveness, by Technology , 2021-2031
  • Figure 13 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Figure 14 : Global Automotive Digital Key Market Attractiveness, by Vehicle Type , 2021-2031
  • Figure 15 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Figure 16 : Global Automotive Digital Key Market Attractiveness, by Sales Channel , 2021-2031
  • Figure 17 : Global Automotive Digital Key Market Value (US$ Mn) Forecast, by Region, 2017-2031
  • Figure 18 : Global Automotive Digital Key Market Attractiveness, by Region , 2021-2031
  • Figure 19 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Figure 20 : North America Automotive Digital Key Market Attractiveness, by Component , 2021-2031
  • Figure 21 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Figure 22 : North America Automotive Digital Key Market Attractiveness, by Application , 2021-2031
  • Figure 23 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Figure 24 : North America Automotive Digital Key Market Attractiveness, by Connectivity , 2021-2031
  • Figure 25 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Figure 26 : North America Automotive Digital Key Market Attractiveness, by Hardware , 2021-2031
  • Figure 27 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Figure 28 : North America Automotive Digital Key Market Attractiveness, by Technology , 2021-2031
  • Figure 29 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Figure 30 : North America Automotive Digital Key Market Attractiveness, by Vehicle Type , 2021-2031
  • Figure 31 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Figure 32 : North America Automotive Digital Key Market Attractiveness, by Sales Channel , 2021-2031
  • Figure 33 : North America Automotive Digital Key Market Value (US$ Mn) Forecast, by Country and Sub-region, 2017-2031
  • Figure 34 : North America Automotive Digital Key Market Attractiveness, by Country and Sub-region , 2021-2031
  • Figure 35 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Figure 36 : Europe Automotive Digital Key Market Attractiveness, by Component , 2021-2031
  • Figure 37 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Figure 38 : Europe Automotive Digital Key Market Attractiveness, by Application , 2021-2031
  • Figure 39 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Figure 40 : Europe Automotive Digital Key Market Attractiveness, by Connectivity , 2021-2031
  • Figure 41 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Figure 42 : Europe Automotive Digital Key Market Attractiveness, by Hardware , 2021-2031
  • Figure 43 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Figure 44 : Europe Automotive Digital Key Market Attractiveness, by Technology , 2021-2031
  • Figure 45 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Figure 46 : Europe Automotive Digital Key Market Attractiveness, by Vehicle Type , 2021-2031
  • Figure 47 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Figure 48 : Europe Automotive Digital Key Market Attractiveness, by Sales Channel , 2021-2031
  • Figure 49 : Europe Automotive Digital Key Market Value (US$ Mn) Forecast, by Country and Sub-region, 2017-2031
  • Figure 50 : Europe Automotive Digital Key Market Attractiveness, by Country and Sub-region , 2021-2031
  • Figure 51 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Figure 52 : Asia Pacific Automotive Digital Key Market Attractiveness, by Component , 2021-2031
  • Figure 53 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Figure 54 : Asia Pacific Automotive Digital Key Market Attractiveness, by Application , 2021-2031
  • Figure 55 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Figure 56 : Asia Pacific Automotive Digital Key Market Attractiveness, by Connectivity , 2021-2031
  • Figure 57 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Figure 58 : Asia Pacific Automotive Digital Key Market Attractiveness, by Hardware , 2021-2031
  • Figure 59 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Figure 60 : Asia Pacific Automotive Digital Key Market Attractiveness, by Technology , 2021-2031
  • Figure 61 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Figure 62 : Asia Pacific Automotive Digital Key Market Attractiveness, by Vehicle Type , 2021-2031
  • Figure 63 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Figure 64 : Asia Pacific Automotive Digital Key Market Attractiveness, by Sales Channel , 2021-2031
  • Figure 65 : Asia Pacific Automotive Digital Key Market Value (US$ Mn) Forecast, by Country and Sub-region, 2017-2031
  • Figure 66 : Asia Pacific Automotive Digital Key Market Attractiveness, by Country and Sub-region , 2021-2031
  • Figure 67 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Figure 68 : Middle East & Africa Automotive Digital Key Market Attractiveness, by Component , 2021-2031
  • Figure 69 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Figure 70 : Middle East & Africa Automotive Digital Key Market Attractiveness, by Application , 2021-2031
  • Figure 71 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Figure 72 : Middle East & Africa Automotive Digital Key Market Attractiveness, by Connectivity , 2021-2031
  • Figure 73 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Figure 74 : Middle East & Africa Automotive Digital Key Market Attractiveness, by Hardware , 2021-2031
  • Figure 75 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Figure 76 : Middle East & Africa Automotive Digital Key Market Attractiveness, by Technology , 2021-2031
  • Figure 77 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Figure 78 : Middle East & Africa Automotive Digital Key Market Attractiveness, by Vehicle Type , 2021-2031
  • Figure 79 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Figure 80 : Middle East & Africa Automotive Digital Key Market Attractiveness, by Sales Channel , 2021-2031
  • Figure 81 : Middle East & Africa Automotive Digital Key Market Value (US$ Mn) Forecast, by Country and Sub-region, 2017-2031
  • Figure 82 : Middle East & Africa Automotive Digital Key Market Attractiveness, by Country and Sub-region , 2021-2031
  • Figure 83 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Component, 2017-2031
  • Figure 84 : Latin America Automotive Digital Key Market Attractiveness, by Component , 2021-2031
  • Figure 85 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Application, 2017-2031
  • Figure 86 : Latin America Automotive Digital Key Market Attractiveness, by Application , 2021-2031
  • Figure 87 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Connectivity, 2017-2031
  • Figure 88 : Latin America Automotive Digital Key Market Attractiveness, by Connectivity , 2021-2031
  • Figure 89 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Hardware, 2017-2031
  • Figure 90 : Latin America Automotive Digital Key Market Attractiveness, by Hardware , 2021-2031
  • Figure 91 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Technology, 2017-2031
  • Figure 92 : Latin America Automotive Digital Key Market Attractiveness, by Technology , 2021-2031
  • Figure 93 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Vehicle Type, 2017-2031
  • Figure 94 : Latin America Automotive Digital Key Market Attractiveness, by Vehicle Type , 2021-2031
  • Figure 95 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Sales Channel, 2017-2031
  • Figure 96 : Latin America Automotive Digital Key Market Attractiveness, by Sales Channel , 2021-2031
  • Figure 97 : Latin America Automotive Digital Key Market Value (US$ Mn) Forecast, by Country and Sub-region, 2017-2031
  • Figure 98 : Latin America Automotive Digital Key Market Attractiveness, by Country and Sub-region , 2021-2031

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Automotive Digital Key Market: Global Industry Analysis, Size, Share, Growth, Trends, and Forecast, 2021-2031