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South Africa Prepaid Card and Digital Wallet Business and Investment Opportunities Databook - Market Size and Forecast, Consumer Attitude & Behaviour, Retail Spend - Q1 2024 Update

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    Report

  • 168 Pages
  • March 2024
  • Region: South Africa
  • PayNXT360
  • ID: 5446255
UP TO OFF until Dec 31st 2024
According to the publisher, the prepaid card market (value terms) in South Africa increased at a CAGR of 6.8% during 2019-2023. Over the forecast period of 2024 to 2028, the market is expected to record a CAGR of 14.1%, increasing from US$8.81 billion in 2023 to reach US$17.31 billion by 2028.

This report provides a detailed data centric analysis of prepaid payment instruments, covering spend through prepaid cards and digital wallets across retail and corporate consumer segments. In addition, it provides a snapshot of consumer behaviour and retail spend dynamics in South Africa. With over 100 KPIs at country level, this report provides comprehensive understanding of prepaid card and digital wallet card market dynamics.
  • Market dynamics: Provides a comprehensive view on size and structure, industry dynamics, market trends, consumer attitude and behaviour, and competitive landscape in prepaid card and digital wallet industry.
  • Digital wallet segments: Provides value, volume and average value per transaction across 5 key spend categories in digital wallet. This includes retail, travel, entertainment and gaming, restaurant, and recharge and bill payment.
  • Open loop and closed loop prepaid cards: market estimates and forecasts to assess opportunities 12 open loop and closed loop prepaid market segments. Details four essential KPIs - number of cards in circulation, number of transactions, load value, and value of transactions.
  • Virtual Prepaid Cards: Provides transaction value analysis across 12 key prepaid card catergories for Virtual Prepaid Cards.
  • Detailed Market Share Analysis by Key Players in the Prepaid Card Market.
  • Consumer attitude and behaviour: Drawing from proprietary survey results, this report identifies and interprets key prepaid KPIs, including spend by age, gender, and income level.
  • Retail spend: Breaks down retail spend across 11 categories to provide detailed insights on consumer behaviour and changing dynamics of prepaid card spend.

Scope

This report provides a detailed data centric analysis of prepaid payment instruments, covering spend through prepaid cards and digital wallets across retail and corporate consumer segments. In addition, it provides a snapshot of consumer behaviour and retail spend dynamics in South Africa. With over 100 KPIs at country level, this report provides comprehensive understanding of prepaid card and digital wallet card market dynamics.

South Africa Prepaid Payment Instrument Market Size and Forecast

  • Transaction Value Trend Analysis
  • Transaction Volume Trend Analysis
  • Average Value per Transaction

South Africa Digital Wallet Market Size and Forecast

  • Transaction Value Trend Analysis
  • Transaction Volume Trend Analysis
  • Average Value per Transaction

South Africa Digital Wallet Market Size and Forecast by Key Segments

  • Retail Shopping (Value, Volume, Avg. Value)
  • Travel (Value, Volume, Avg. Value)
  • Entertainment and Gaming (Value, Volume, Avg. Value)
  • Restaurant (Value, Volume, Avg. Value)
  • Recharge and Bill Payment (Value, Volume, Avg. Value)

South Africa Digital Wallet Spend by Key Retail Categories

  • Food and Grocery
  • Health and Beauty Products
  • Apparel and Foot Wear
  • Books,Music and Video
  • Consumer Electronics
  • Pharmacy and Wellness
  • Gas Stations
  • Restaurants and Bars
  • Toys, Kids and Baby Products
  • Services
  • Other Categories

South Africa Prepaid Card Industry Market Attractiveness

  • Load Value Trend Analysis
  • Transaction Value Trend Analysis
  • Transaction Volume Trend Analysis
  • Average Value per Transaction
  • Number of Cards

Market Share Analysis by Functional Attributes - Open Loop vs. Closed Loop

South Africa Open Loop Prepaid Card Future Growth Dynamics

  • Transaction Value Trend Analysis
  • Transaction Volume Trend Analysis
  • Average Value per Transaction
  • Number of Cards

South Africa Closed Loop Prepaid Card Future Growth Dynamics

  • Transaction Value Trend Analysis
  • Transaction Volume Trend Analysis
  • Average Value per Transaction
  • Number of Cards

South Africa Prepaid Card Market Share by Key Players

  • General Purpose Prepaid Cards
  • Business and Administrative Expense Prepaid Cards
  • Travel Forex Prepaid Cards
  • Meal Prepaid Cards

South Africa Prepaid Card Consumer Usage Trends

  • By Age Group
  • By Income Group
  • By Gender

South Africa Prepaid Card Spend by Key Retail Categories

  • Food and Grocery
  • Health and Beauty Products
  • Apparel and Foot Wear
  • Books,Music and Video
  • Consumer Electronics
  • Pharmacy and Wellness
  • Gas Stations
  • Restaurants and Bars
  • Toys, Kids and Baby Products
  • Services
  • Other Categories

South Africa General Purpose Prepaid Card Market Size and Forecast

South Africa Gift Card Market Size and Forecast

Gift Card Market Size and Forecast by Functional Attribute

  • By Open Loop Gift Card
  • By Closed Loop Gift Card

Gift Card Market Size and Forecast by Consumer Segments

  • By Retail Consumer Segment
  • By Corporate Consumer Segment

Gift Card Market Share Analysis by Retail Categories

Gift Card Market Share Analysis by Gifting Occasion

Gift Card Market Share Analysis by Purchase Location

South Africa Entertainment and Gaming Prepaid Card Market Size and Forecast

South Africa Teen and Campus Prepaid Card Market Size and Forecast

Teen and Campus Prepaid Card Market Size and Forecast by Functional Attribute

  • By Open Loop Teen and Campus Prepaid Card
  • By Closed Loop Teen and Campus Prepaid Card

South Africa Business and Administrative Expense Prepaid Card Market Size and Forecast

Business and Administrative Expense Prepaid Card Market Size and Forecast by Consumer Segments

  • By Small Scale Business Segment
  • By Mid-Tier Business Segment
  • By Enterprise Business Segment
  • By Government Segment

South Africa Payroll Prepaid Card Market Size and Forecast

Payroll Prepaid Card Market Size and Forecast by Consumer Segments

  • By Small Scale Business Segment
  • By Mid-Tier Business Segment
  • By Enterprise Business Segment
  • By Government Segment

South Africa Meal Prepaid Card Market Size and Forecast

Meal Prepaid Card Market Size and Forecast by Consumer Segments

  • By Small Scale Business Segment
  • By Mid-Tier Business Segment
  • By Enterprise Business Segment
  • By Government Segment

South Africa Travel Forex Prepaid Card Market Size and Forecast

Travel Forex Prepaid Card Market Size and Forecast by Consumer Segments

  • By Retail
  • By Small Scale Business Segment
  • By Mid-Tier Business Segment
  • By Enterprise Business Segment
  • By Government Segment

South Africa Transit and Tolls Prepaid Card Market Size and Forecast

South Africa Healthcare and Wellness Prepaid Card Market Size and Forecast

South Africa Social Security and Other Government Benefit Programs Prepaid Card Market Size and Forecast

South Africa Fuel Prepaid Cards Market Size and Forecast

South Africa Utilities, and Other Prepaid Cards Market Size and Forecast

South Africa Virtual Prepaid Card Industry Market Attractiveness

  • Transaction Value Trend Analysis
  • Transaction Volume Trend Analysis
  • Average Value per Transaction

South Africa Virtual Prepaid Card Market Size and Future Growth Dynamics by Key Categories

  • General Purpose Prepaid Cards
  • Gift Cards
  • Entertainment and Gaming Prepaid Cards
  • Teen and Campus Prepaid Cards
  • Business and Administrative Expense Prepaid Cards
  • Payroll Prepaid Cards
  • Meal Prepaid Cards
  • Travel Forex Prepaid Cards
  • Transit and Trolls Prepaid Cards
  • Social Security and Other Government Benefit Programs Prepaid Cards
  • Fuel Prepaid Cards
  • Utilities and Other Prepaid Cards

Reasons to buy

  • In-depth understanding of prepaid card and digital wallet market dynamics: Understand market opportunity, industry dynamics, key trends and drivers across 75+ market segments and sub-segments of prepaid payment instrument,Prepaid Card, Digital Wallet and Virtual Prepaid Card in South Africa.
  • Understand market opportunities and key trends along with forecast (2019-2028). Understand market dynamics through essential KPIs such as Transaction Value, Transaction Volume, and Average Value Per Transaction.
  • Develop market specific strategies: Identify growth segments and target specific opportunities to formulate your prepaid card and digital wallet strategy; assess market specific key trends, drivers and risks in the industry.
  • Detailed analysis of market share by key players across key Prepaid Card Categories.
  • Get insights into consumer attitude and behaviour: Understand changing consumer attitude and behaviour and boost ROI. Get detailed insights into retail spend through prepaid cards, virtual prepaid cards and digital wallets.

Table of Contents

1 About this Report
1.1 Methodology
1.2 Definitions
1.3 Disclaimer
2 Prepaid Payment Instrument Market Size and Future Growth Dynamics by Key Performance Indicators
2.1 South Africa Prepaid Payment Instrument - Transaction Value Trend Analysis, 2019 - 2028
2.2 South Africa Prepaid Payment Instrument - Transaction Volume Trend Analysis, 2019 - 2028
2.3 South Africa Prepaid Payment Instrument - Average Value per Transaction, 2019 - 2028
2.4 Market Share Analysis by Prepaid Card vs. Digital Wallet, 2019 - 2028
3 Digital Wallet Market Size and Future Growth Dynamics by Key Performance Indicators
3.1 South Africa Digital Wallet - Transaction Value Trend Analysis, 2019 - 2028
3.2 South Africa Digital Wallet - Transaction Volume Trend Analysis, 2019 - 2028
3.3 South Africa Digital Wallet - Average Value per Transaction, 2019 - 2028
3.4 South Africa Digital Wallet Market Share Analysis by Key Segments
4 Digital Wallet Market Size and Future Growth Dynamics by Key Segments
4.1 Retail Payments Market Size and Future Growth Dynamics by Key Performance Indicators
4.1.1 Retail Payments - Transaction Value Trend Analysis, 2019 - 2028
4.1.2 Retail Payments - Transaction Volume Trend Analysis, 2019 - 2028
4.1.3 Retail Payments - Average Value per Transaction, 2019 - 2028
4.2 Travel Payments Market Size and Future Growth Dynamics by Key Performance Indicators
4.2.1 Travel Payments - Transaction Value Trend Analysis, 2019 - 2028
4.2.2 Travel Payments - Transaction Volume Trend Analysis, 2019 - 2028
4.2.3 Travel Payments - Average Value per Transaction, 2019 - 2028
4.3 Restaurants & Bars payments Market Size and Future Growth Dynamics by Key Performance Indicators
4.3.1 Restaurants & Bars payments - Transaction Value Trend Analysis, 2019 - 2028
4.3.2 Restaurants & Bars payments - Transaction Volume Trend Analysis, 2019 - 2028
4.3.3 Restaurants & Bars payments - Average Value per Transaction, 2019 - 2028
4.4 Entertainment, Gaming, & Event Payments Market Size and Future Growth Dynamics by Key Performance Indicators
4.4.1 Entertainment, Gaming, & Event Payments - Transaction Value Trend Analysis, 2019 - 2028
4.4.2 Entertainment, Gaming, & Event Payments - Transaction Volume Trend Analysis, 2019 - 2028
4.4.3 Entertainment, Gaming, & Event Payments - Average Value per Transaction, 2019 - 2028
4.5 Recharge and Bill Payments Market Size and Future Growth Dynamics by Key Performance Indicators
4.5.1 Recharge and Bill Payments - Transaction Value Trend Analysis, 2019 - 2028
4.5.2 Recharge and Bill Payments - Transaction Volume Trend Analysis, 2019 - 2028
4.5.3 Recharge and Bill Payments - Average Value per Transaction, 2019 - 2028
5 South Africa Digital Wallet Retail Spend Dynamics
5.1 South Africa Digital Wallet Market Share Analysis by Key Retail Categories, 2023
5.2 South Africa Digital Wallet - Food and Grocery - Transaction Value Trend Analysis, 2019 - 2028
5.3 South Africa Digital Wallet - Health and Beauty Products - Transaction Value Trend Analysis, 2019 - 2028
5.4 South Africa Digital Wallet - Apparel and Foot Wear - Transaction Value Trend Analysis, 2019 - 2028
5.5 South Africa Digital Wallet - Books, Music and Video - Transaction Value Trend Analysis, 2019 - 2028
5.6 South Africa Digital Wallet - Consumer Electronics - Transaction Value Trend Analysis, 2019 - 2028
5.7 South Africa Digital Wallet - Pharmacy and Wellness - Transaction Value Trend Analysis, 2019 - 2028
5.8 South Africa Digital Wallet - Gas Stations - Transaction Value Trend Analysis, 2019 - 2028
5.9 South Africa Digital Wallet - Restaurants & Bars - Transaction Value Trend Analysis, 2019 - 2028
5.10 South Africa Digital Wallet - Toys, Kids, and Baby Products - Transaction Value Trend Analysis, 2019 - 2028
5.11 South Africa Digital Wallet - Services - Transaction Value Trend Analysis, 2019 - 2028
5.12 South Africa Digital Wallet - Others - Transaction Value Trend Analysis, 2019 - 2028
6 South Africa Prepaid Card Industry Market Attractiveness
6.1 Prepaid Card Market Size and Future Growth Dynamics by Key Performance Indicators
6.1.1 South Africa Prepaid Card - Load Value Trend Analysis, 2019 - 2028
6.1.2 South Africa Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
6.1.3 South Africa Prepaid Card - Transaction Volume Trend Analysis, 2019 - 2028
6.1.4 South Africa Prepaid Card - Average Value per Transaction, 2019 - 2028
6.1.5 South Africa Prepaid Card - Number of Cards, 2019 - 2028
6.2 Market Share Analysis by Functional Attributes - Open Loop vs. Closed Loop, 2019 - 2028
6.3 Market Share Analysis by Prepaid Card Categories
7 South Africa Open Loop Prepaid Card Future Growth Dynamics, 2019 - 2028
7.1 Trend Analysis by Key Performance Indicators
7.1.1 Open Loop Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
7.1.2 Open Loop Prepaid Card - Transaction Volume Trend Analysis, 2019 - 2028
7.1.3 Open Loop Prepaid Card - Average Value per Transaction, 2019 - 2028
7.1.4 Open Loop Prepaid Card - Number of Cards, 2019 - 2028
8 South Africa Closed Loop Prepaid Card Future Growth Dynamics, 2019 - 2028
8.1 Trend Analysis by Key Performance Indicators
8.1.1 Closed Loop Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
8.1.2 Closed Loop Prepaid Card - Transaction Volume Trend Analysis, 2019 - 2028
8.1.3 Closed Loop Prepaid Card - Average Value per Transaction, 2019 - 2028
8.1.4 Closed Loop Prepaid Card - Number of Cards, 2019 - 2028
9 South Africa Prepaid Card Market Share by Key Players
9.1 South Africa General Purpose Prepaid Card Market Share by Key Players
9.2 South Africa Travel Forex Prepaid Card Market Share by Key Players
9.3 South Africa Business and Administrative Expense Prepaid Card Market Share by Key Players
9.4 South Africa Meal Prepaid Card Market Share by Key Players
10 South Africa Prepaid Card Consumer Usage Trends
10.1 Prepaid Card Spend Analysis by Age Group
10.2 Prepaid Card Transaction Value Analysis by Income Group
10.3 Prepaid Card Transaction Value Analysis by Gender
11 South Africa Prepaid Card Retail Spend Dynamics
11.1 South Africa Prepaid Card Market Share Analysis by Key Retail Categories, 2023
11.2 South Africa Prepaid Card - Food and Grocery - Transaction Value Trend Analysis, 2019 - 2028
11.3 South Africa Prepaid Card - Health and Beauty Products - Transaction Value Trend Analysis, 2019 - 2028
11.4 South Africa Prepaid Card - Apparel and Foot Wear - Transaction Value Trend Analysis, 2019 - 2028
11.5 South Africa Prepaid Card - Books, Music and Video - Transaction Value Trend Analysis, 2019 - 2028
11.6 South Africa Prepaid Card - Consumer Electronics - Transaction Value Trend Analysis, 2019 - 2028
11.7 South Africa Prepaid Card - Pharmacy and Wellness - Transaction Value Trend Analysis, 2019 - 2028
11.8 South Africa Prepaid Card - Gas Stations - Transaction Value Trend Analysis, 2019 - 2028
11.9 South Africa Prepaid Card - Restaurants & Bars - Transaction Value Trend Analysis, 2019 - 2028
11.10 South Africa Prepaid Card - Toys, Kids, and Baby Products - Transaction Value Trend Analysis, 2019 - 2028
11.11 South Africa Prepaid Card - Services - Transaction Value Trend Analysis, 2019 - 2028
11.12 South Africa Prepaid Card - Others - Transaction Value Trend Analysis, 2019 - 2028
12 South Africa General Purpose Prepaid Card Market Size and Forecast, 2019 - 2028
12.1 General Purpose Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
12.2 General Purpose Prepaid Card Market Size and Forecast by Consumer Segments, 2019 - 2028
12.2.1 General Purpose Prepaid Card Market Size and Forecast - Unbanked / Underbanked Segment, 2019 - 2028
12.2.2 General Purpose Prepaid Card Market Size and Forecast - Banked Segment, 2019 - 2028
13 South Africa Gift Card Market Size and Forecast, 2019 - 2028
13.1 Gift Card - Transaction Value Trend Analysis, 2019 - 2028
13.2 Gift Card Market Size and Forecast by Functional Attribute
13.2.1 Open Loop Gift Card - Transaction Value Trend Analysis, 2019 - 2028
13.2.2 Closed Loop Gift Card - Transaction Value Trend Analysis, 2019 - 2028
13.3 Gift Card Market Size and Forecast by Consumer Segments
13.3.1 Gift Card Market Size Trend Analysis by Retail Consumer Segment
13.3.2 Gift Card Market Size Trend Analysis by Corporate Consumer Segment
13.4 Gift Card Market Share Analysis by Retail Categories
13.5 Gift Card Market Share Analysis by Gifting Occasion
13.5.1 Retail Gift Card Market Share Analysis by Gifting Occasion
13.5.2 Corporate Gift Card Market Share Analysis by Gifting Occasion
14 South Africa Entertainment and Gaming Prepaid Card Market Size and Forecast, 2019 - 2028
15 South Africa Teen and Campus Prepaid Card Market Size and Forecast, 2019 - 2028
15.1 Teen and Campus Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
15.2 Teen and Campus Prepaid Card Market Size and Forecast by Functional Attribute
15.2.1 Open Loop Teen and Campus Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
15.2.2 Closed Loop Teen and Campus Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
16 South Africa Business and Administrative Expense Prepaid Card Market Size and Forecast, 2019 - 2028
16.1 Business and Administrative Expense Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
16.2 Business and Administrative Expense Prepaid Card Market Size and Forecast by Consumer Segments, 2019 - 2028
16.2.1 Business and Administrative Expense Prepaid Card Market Size and Forecast - Small Scale Business Segment, 2019 - 2028
16.2.2 Business and Administrative Expense Prepaid Card Market Size and Forecast - Mid-Tier Business Segment, 2019 - 2028
16.2.3 Business and Administrative Expense Prepaid Card Market Size and Forecast - Enterprise Business Segment, 2019 - 2028
16.2.4 Business and Administrative Expense Prepaid Card Market Size and Forecast - Government Segment, 2019 - 2028
17 South Africa Payroll Prepaid Card Market Size and Forecast, 2019 - 2028
17.1 Payroll Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
17.2 Payroll Prepaid Card Market Size and Forecast by Consumer Segments, 2019 - 2028
17.2.1 Payroll Prepaid Card Market Size and Forecast - Small Scale Business Segment, 2019 - 2028
17.2.2 Payroll Prepaid Card Market Size and Forecast - Mid-Tier Business Segment, 2019 - 2028
17.2.3 Payroll Prepaid Card Market Size and Forecast - Enterprise Business Segment, 2019 - 2028
17.2.4 Payroll Prepaid Card Market Size and Forecast - Government Segment, 2019 - 2028
18 South Africa Meal Prepaid Card Market Size and Forecast, 2019 - 2028
18.1 Meal Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
18.2 Meal Prepaid Card Market Size and Forecast by Consumer Segments, 2019 - 2028
18.2.1 Meal Prepaid Card Market Size and Forecast - Small Scale Business Segment, 2019 - 2028
18.2.2 Meal Prepaid Card Market Size and Forecast - Mid-Tier Business Segment, 2019 - 2028
18.2.3 Meal Prepaid Card Market Size and Forecast - Enterprise Business Segment, 2019 - 2028
18.2.4 Meal Prepaid Card Market Size and Forecast - Government Segment, 2019 - 2028
19 South Africa Travel Forex Prepaid Card Market Size and Forecast, 2019 - 2028
19.1 Travel Forex Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
19.2 Travel Forex Prepaid Card Market Size and Forecast by Consumer Segments, 2019 - 2028
19.2.1 Travel Forex Prepaid Card Market Size and Forecast - Retail, 2019 - 2028
19.2.2 Travel Forex Prepaid Card Market Size and Forecast - Small Scale Business Segment, 2019 - 2028
19.2.3 Travel Forex Prepaid Card Market Size and Forecast - Mid-Tier Business Segment, 2019 - 2028
19.2.4 Travel Forex Prepaid Card Market Size and Forecast - Enterprise Business Segment, 2019 - 2028
19.2.5 Travel Forex Prepaid Card Market Size and Forecast - Government Segment, 2019 - 2028
20 South Africa Transit and Tolls Prepaid Card Market Size and Forecast, 2019 - 202821 South Africa Social Security and Other Government Benefit Programs Prepaid Card Market Size and Forecast, 2019 - 202822 South Africa Fuel Prepaid Cards Market Size and Forecast, 2019 - 202823 South Africa Utilities, and Other Prepaid Cards Market Size and Forecast, 2019 - 2028
24 South Africa Virtual Prepaid Card Industry Market Attractiveness
24.1 Virtual Prepaid Card Market Size and Future Growth Dynamics by Key Performance Indicators
24.1.1 South Africa Virtual Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
24.1.2 South Africa Virtual Prepaid Card - Transaction Volume Trend Analysis, 2019 - 2028
24.1.3 South Africa Virtual Prepaid Card - Average Value per Transaction, 2019 - 2028
25 South Africa Virtual Prepaid Card Market Size and Future Growth Dynamics by Key Categories
25.1 South Africa Market Share Analysis by Key Virtual Prepaid Card Categories. 2023
25.2 South Africa Virtual General Purpose Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
25.3 South Africa Virtual Gift Card - Transaction Value Trend Analysis, 2019 - 2028
25.4 South Africa Virtual Entertainment and Gaming Prepaid Card Market Size and Forecast, 2019 - 2028
25.5 South Africa Virtual Teen and Campus Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
25.6 South Africa Virtual Business and Administrative Expense Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
25.7 South Africa Virtual Payroll Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
25.8 South Africa Virtual Meal Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
25.9 South Africa Virtual Travel Forex Prepaid Card - Transaction Value Trend Analysis, 2019 - 2028
25.10 South Africa Virtual Transit and Tolls Prepaid Card Market Size and Forecast, 2019 - 2028
25.11 South Africa Virtual Social Security and Other Government Benefit Programs Prepaid Card Market Size and Forecast, 2019 - 2028
25.12 South Africa Virtual Fuel Prepaid Cards Market Size and Forecast, 2019 - 2028
25.13 South Africa Virtual Utilities, and Other Prepaid Cards Market Size and Forecast, 2019 - 2028
26 Further Reading
26.1 About the Publisher
26.2 Related Research