As of 2022, over 78% of people in China aged 16-64 are using WeChat - the most popular app in the country. Mini-programs, the sub-applications built within the WeChat ecosystem, are one of the most popularly used methods to convert customers which annual transactions totaling over 1.5 trillion RMB. Extremely versatile, quick, and affordable to develop, Mini-programs allow brands to engage and convert consumers. Following our first release on this topic in 2019, we are excited to give readers the opportunity to learn from our experience in WeChat Mini-Program development and analytics which is why we are proud to release an all-in-one guide for WeChat mini-program analytics 2022 version.
WeChat mini programs in China 2020 report by daxue consultingDaxue Consulting
WeChat mini-programs (MPs) are “sub-applications” within the WeChat ecosystem. They enable them to provide advanced features to users such as e-commerce, task management, and coupons. More and more people use WeChat MPs in their everyday life. Whether it is to pay bills, play games, order a taxi or book a doctor’s appointment, there’s a mini-program for just about anything. And their prominence in the Chinese app economy means that mobile businesses need to take them seriously.
A comprehensive report about WeChat mini programs in China offered by daxue consulting, a market research firm in China.
Digital 2021 South Africa (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in South Africa in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in South Africa, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
WeChat Mini Program for Advertising and Creative - 31Ten Shanghai Digital AgencyClément LEDORMEUR
HOW-TO SERIES: WECHAT MINI-PROGRAMS FOR ADVERTISING. What are the best practices and success stories around Brands using them to create a competitive advantage.
Digital 2021 July Global Statshot Report v02DataReportal
All the latest stats, insights, and trends you need to make sense of how the world uses the internet, mobile, social media, and ecommerce in July 2021. For more reports, including the latest global trends and in-depth local data for more than 240 countries and territories around the world, visit https://datareportal.com
Digital 2021 Taiwan (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Taiwan in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Taiwan, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2019 Vietnam (January 2019) v01DataReportal
Everything you need to know about mobile, internet, social media, and e-commerce use in Vietnam in 2019. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2022: Essential TikTok Stats for Q2 2022 v01DataReportal
This presentation contains DataReportal’s update on TikTok adoption and use around the world in April 2022, including the number of TikTok users by country, and insights into TikTok’s audience demographics (i.e. TikTok users by age and gender). Find similar reports for other top social platforms – and loads more great insights – at https://datareportal.com/social-media-platforms
WeChat mini programs in China 2020 report by daxue consultingDaxue Consulting
WeChat mini-programs (MPs) are “sub-applications” within the WeChat ecosystem. They enable them to provide advanced features to users such as e-commerce, task management, and coupons. More and more people use WeChat MPs in their everyday life. Whether it is to pay bills, play games, order a taxi or book a doctor’s appointment, there’s a mini-program for just about anything. And their prominence in the Chinese app economy means that mobile businesses need to take them seriously.
A comprehensive report about WeChat mini programs in China offered by daxue consulting, a market research firm in China.
Digital 2021 South Africa (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in South Africa in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in South Africa, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
WeChat Mini Program for Advertising and Creative - 31Ten Shanghai Digital AgencyClément LEDORMEUR
HOW-TO SERIES: WECHAT MINI-PROGRAMS FOR ADVERTISING. What are the best practices and success stories around Brands using them to create a competitive advantage.
Digital 2021 July Global Statshot Report v02DataReportal
All the latest stats, insights, and trends you need to make sense of how the world uses the internet, mobile, social media, and ecommerce in July 2021. For more reports, including the latest global trends and in-depth local data for more than 240 countries and territories around the world, visit https://datareportal.com
Digital 2021 Taiwan (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Taiwan in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Taiwan, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2019 Vietnam (January 2019) v01DataReportal
Everything you need to know about mobile, internet, social media, and e-commerce use in Vietnam in 2019. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2022: Essential TikTok Stats for Q2 2022 v01DataReportal
This presentation contains DataReportal’s update on TikTok adoption and use around the world in April 2022, including the number of TikTok users by country, and insights into TikTok’s audience demographics (i.e. TikTok users by age and gender). Find similar reports for other top social platforms – and loads more great insights – at https://datareportal.com/social-media-platforms
Digital 2020 United States of America (January 2020) v01DataReportal
All the data, statistics, and trends you need in order to understand digital in the United States of America in 2020. Includes the latest reported numbers for internet users, social media users, and mobile connections in the United States of America, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Czechia (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Czechia in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Czechia, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Norway (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Norway in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Norway, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Hong Kong (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Hong Kong in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Hong Kong, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Germany (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Germany in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Germany, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
All the data, statistics, and trends you need to make sense of digital in Japan in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Japan, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
All the data, statistics, and trends you need in order to understand digital in Japan in 2020. Includes the latest reported numbers for internet users, social media users, and mobile connections in Japan, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 South Korea (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in South Korea in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in South Korea, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Poland (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Poland in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Poland, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
All the data, statistics, and trends you need to make sense of digital in Kenya in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Kenya, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Palestine (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Palestine in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Palestine, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2022: Essential Facebook Messenger Stats for Q3 2022 v01DataReportal
This presentation contains DataReportal’s update on Facebook Messenger adoption and use around the world in July 2022, including the number of Facebook Messenger users by country, and insights into Facebook Messenger’s audience demographics (i.e. Facebook Messenger users by age and gender). Find similar reports for other top social platforms – and loads more great insights – at https://datareportal.com/social-media-platforms
Everything you need to know about mobile, internet, social media, and e-commerce use in Laos in 2019. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Turkey (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Turkey in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Turkey, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2023 Turkey (February 2023) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Turkey in 2023. Includes the latest reported numbers for internet users, social media users, and mobile connections in Turkey, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Romania (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Romania in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Romania, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Slovenia (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Slovenia in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Slovenia, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2019 Southeast Asia Ecommerce Spotlight (September 2019) v01DataReportal
All the data, trends, estimates, and forecasts you need to understand the state of ecommerce across Southeast Asia in 2019. Read our in-depth analysis and get additional context at https://datareportal.com/ecommerce-in-southeast-asia-2019
Digital 2020 Brazil (January 2020) v01DataReportal
All the data, statistics, and trends you need in order to understand digital in Brazil in 2020. Includes the latest reported numbers for internet users, social media users, and mobile connections in Brazil, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Collaborate and Build Solutions for the Bank and Fintech Industry.pdfTechugo
Banks will be equipped with cutting-edge technology, including machine learning and artificial intelligence, to improve their services and meet customers’ changing needs. Given the optimism surrounding them, one can only imagine how such partnerships will pan out in the future.
Digital 2020 United States of America (January 2020) v01DataReportal
All the data, statistics, and trends you need in order to understand digital in the United States of America in 2020. Includes the latest reported numbers for internet users, social media users, and mobile connections in the United States of America, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Czechia (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Czechia in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Czechia, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Norway (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Norway in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Norway, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Hong Kong (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Hong Kong in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Hong Kong, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Germany (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Germany in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Germany, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
All the data, statistics, and trends you need to make sense of digital in Japan in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Japan, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
All the data, statistics, and trends you need in order to understand digital in Japan in 2020. Includes the latest reported numbers for internet users, social media users, and mobile connections in Japan, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 South Korea (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in South Korea in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in South Korea, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Poland (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Poland in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Poland, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
All the data, statistics, and trends you need to make sense of digital in Kenya in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Kenya, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Palestine (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Palestine in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Palestine, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2022: Essential Facebook Messenger Stats for Q3 2022 v01DataReportal
This presentation contains DataReportal’s update on Facebook Messenger adoption and use around the world in July 2022, including the number of Facebook Messenger users by country, and insights into Facebook Messenger’s audience demographics (i.e. Facebook Messenger users by age and gender). Find similar reports for other top social platforms – and loads more great insights – at https://datareportal.com/social-media-platforms
Everything you need to know about mobile, internet, social media, and e-commerce use in Laos in 2019. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Turkey (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Turkey in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Turkey, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2023 Turkey (February 2023) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Turkey in 2023. Includes the latest reported numbers for internet users, social media users, and mobile connections in Turkey, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Romania (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Romania in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Romania, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2021 Slovenia (January 2021) v01DataReportal
All the data, statistics, and trends you need to make sense of digital in Slovenia in 2021. Includes the latest reported numbers for internet users, social media users, and mobile connections in Slovenia, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Digital 2019 Southeast Asia Ecommerce Spotlight (September 2019) v01DataReportal
All the data, trends, estimates, and forecasts you need to understand the state of ecommerce across Southeast Asia in 2019. Read our in-depth analysis and get additional context at https://datareportal.com/ecommerce-in-southeast-asia-2019
Digital 2020 Brazil (January 2020) v01DataReportal
All the data, statistics, and trends you need in order to understand digital in Brazil in 2020. Includes the latest reported numbers for internet users, social media users, and mobile connections in Brazil, as well as key indicators of ecommerce use. For more reports, including the latest global trends and individual data for more than 230 countries around the world, visit https://datareportal.com/
Collaborate and Build Solutions for the Bank and Fintech Industry.pdfTechugo
Banks will be equipped with cutting-edge technology, including machine learning and artificial intelligence, to improve their services and meet customers’ changing needs. Given the optimism surrounding them, one can only imagine how such partnerships will pan out in the future.
Interesting Facts About Fintech App Development Apptunix
How will fintech app development help your business? Which key characteristics must your fintech app have? Take a peek at this PDF to get all of the answers about fintech app development.
The next evolution for IT service providers: Shifting focus to embrace BYOALogMeIn
IT service providers of all sizes stand at an important
crossroads. The businesses and end users they
support have transformed and their expectations
have changed. Several forces have contributed to
this shift including: the exponential use of personal
devices for business purposes, rising levels of
business data rapidly flowing into the cloud, and
applications brought in and managed by end users
themselves in ever-increasing numbers.
This “Consumerization of IT” has empowered end
users at client organizations, and taken some of the
power out of the hands of the channel. IT service
providers must now decide whether they’ll regain
their rightful role and become a part of the important
strategic conversations of their time, or be relegated
to the sidelines.
Unlocking Value of Data in a Digital AgeRuud Brink
InfoGraphic about Intelligence Hubs as accelerator of the Digital organisation. Five steps how you could think big, and act small to unlock value of Data in your organisation. Contact me for the office A0 poster.
If you want to be a part of the FinTech revolution, you need to create a peer-to-peer payment app with amazing features and user-friendliness. You can also opt for Money Banking apps to facilitate money transfers and bill payment or stock trading and savings-related apps. EWallet apps development companies NYC allows you to come up with sophisticated wallet apps that allow users to transact in cryptocurrencies.
Innovations that Convert Cord Cutters Into Smart SubscribersCleverTap
- Media and OTT innovations and industry trends to watch out for in 2019
- Effectively engaging OTT app users to maximize key monthly metrics
- Success Story: How SonyLIV scaled personalization to increase conversions
- CRM innovations expected in 2019
Branchout 2017 - Day 2 Session - Toby RoessinghBranch
The Evolution of Consumer Behaviors and Mobile Measurement
By Toby Roessingh, Measurement Partnerships Program Manager at Facebook
Toby Roessingh, Measurement Partnerships Program Manager at Facebook, takes us through a deep dive of the evolving mobile media landscape and its implications for measurement, only on the Branchout stage.
HOW FUTURISTIC TECHNOLOGY CAN CHANGE FUTURE OF MOBILE APP DEVELOPMENTTekRevol LLC
The world of technology and mobile app development is demanding developers to have a more future-oriented mindset. The future of mobile apps is heavily dependent on the evolution of technology. As technology grows, its use cases will create more dynamic change within the app development world. Mobile app technology is diverse and can help break barriers of personalization and convenience. These technologies have immense potential, and when hiring app developers, app development companies have to ensure compliance with these changes. For developers, it is essential to gain expertise concerning these technologies to ensure their applications are competitive and set industry standards.
Tencent recently re-engineered the WeChat messaging app in a way that applications smaller than 10 megabytes can run instantly on WeChat's interface.
Our report includes an introduction to WeChat mini-programs, an overview of its growing market and ecosystem, and takes a deep dive into its different use cases and implications.
The Best Enterprise Application Strategy In 2021 by Utah Tech LabsUtah Tech Labs
Enterprise mobility is the deployment of mobile solutions across an organization. It leverages mobile tech to connect people, processes, and data. Enterprise mobility improves the way consumers interact with products and services. This slide talks about all the upcoming strategies and implementation scope for it in 2021 by Utah Tech Labs.
MTBiz is for you if you are looking for contemporary information on business, economy and especially on banking industry of Bangladesh. You would also find periodical information on Global Economy and Commodity Markets.
IoB (Internet of Behaviors) is an emerging concept which merges IoT (Internet of Things), artificial intelligence (AI), and big data analytics in order to understand and influence human behavior. Solutions using this methodology collect and analyze information from sources like social media, wearable devices and sensors - such as those collected via IoB solutions - in order to gain insights into human preferences, habits and decision-making processes; this knowledge can then be applied toward personalizing products/services offered, target marketing campaigns more efficiently or improve customer engagement efforts.
If you want to know about fintech then you must check out this presentation. Here you will get the basic points about fintech or technology in finance. A fintech is an abbreviated form of Financial Technology. It is also used as a collective term for all the technology in the financial sector. From a technical perspective, it is the seamless integration of technology in the finance sector to produce fast, accurate & efficient solutions for both consumers and businesses.
Quantitative Data AnalysisReliability Analysis (Cronbach Alpha) Common Method...2023240532
Quantitative data Analysis
Overview
Reliability Analysis (Cronbach Alpha)
Common Method Bias (Harman Single Factor Test)
Frequency Analysis (Demographic)
Descriptive Analysis
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Data and AI
Round table discussion of vector databases, unstructured data, ai, big data, real-time, robots and Milvus.
A lively discussion with NJ Gen AI Meetup Lead, Prasad and Procure.FYI's Co-Found
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
2. Introduction to
WeChat Mini
Programs
1.
Table of
Contents
Mini Program
Analytics Setup
2.
Analytics
Solutions
3.
Analytics Tagging
4.
Data Visualization,
Dashboards &
Reporting
5.
A/B Testing on
Mini Programs
6.
5. Mini
program
trends WeChat: The Super App That is Here to Stay
Fact: More than 1 in
10 people living on
our planet are active
WeChat users.
As of 2021, over 78% of people
in China aged 16-64 are using
WeChat - the most popular app
in the country.
Data from Statistica: Monthly active users of the leading apps in China in
March 2021 & 55+: WeChat Statistics - 2021
Monthly active users of the leading apps in China
March 2021 (in millions)
WeChat 1004
Alipay 845
Taobao 750
Pinduoduo 740
Douyin 686
QQ 639
Iqiyi 606
Video Tencent 606
Baidu 494
6. Mini
program
trends WeChat Mini Programs have exploded since their creation in 2017
Mini Programs
4M
Daily Active Users
(DAU)
450M
0f e-commerce
brands have an MP
95%
of the 1B WeChat
users have used
them
Mini game daily
active users (DAU)
100M
63%
Data from Business of Apps: WeChat Revenue and
Usage Statistics
WeChat Mini Program Annual
Transactions in RMB
2017 2018 2019 2020
210 B
440 B
800 B
1.6 T
7. Mini
program
trends Mini Program Usage is on the Rise
Source: Quest Mobile Mini program 2021 report
Monthly Active Users (MAU) of WeChat MP
2019 2020
743
863
Average Number of WeChat MP used per
user each month
2019 2020
8.7
9.8
8. From a brand perspective, daily
services, video, and e-commerce are
the top 3 categories for Mini-
Programs. As the earliest player in
the field, WeChat enjoys the widest
variety of MPs, while those of AliPay
are mostly used for daily services.
Baidu MPs are mostly used for video,
daily services, and education.
WeChat MPs also have the highest
MAU out of the other types of MPs.
The 500M MAU of Baidu MP ≈
WeChat DAU
Mini
program
trends Mini Programs by Industry
21%
20%
14%
12%
5% 5%
4% 4%
43%
11%11%
8% 7%
5%
5% 4%
2% 2%
23%
20%
11%
6%
6%
6%
5%
4%
4%
4%
4%
WeChat MP Alipay MP Baidu MP
Source: Quest Mobile March 2021
9. Mini
program
trends Mini Programs remain a major traffic source for some of the
industry leading brands
Source: Quest Mobile: China Mobile Internet Panorama Ecological Traffic Half-Year Insight Report (May 2021),
Brand traffic occupation cross App and MP (May 2021)
Cainiao Ele.me Meituan Takeaway SF Express
59%
41%
50%
50%
40%
60%
8%
92%
MP
App
10. Mini-program e-commerce will
become the largest e-commerce
eras in China following traditional
e-commerce, social e-commerce,
WeChat e-commerce, and live e-
commerce.
Wenlu Shi, CEO at Aladdin
11. Mini
program
trends MP E-commerce vs. Traditional E-commerce
Customer acquisition
● Unlike with third-party e-commerce
platforms, brands can design their MP
user interfaces the way they please and
have control over all of their consumer
data.
● Merchants are able to make full use of
social relationship chains on WeChat
platforms for product promotion and
customer acquisition: by sharing the MP
to group chats, timelines, promoting OA
or their marketing campaigns, etc. (there
are over 60 entry points).
● Mini-programs are not only low cost but
are also more effective when it comes to
customer acquisition.
12. Mini
program
trends MP E-commerce vs. Traditional E-commerce
Checkout UX
For MP users, the checkout process usually
involves fewer steps than a traditional
checkout process. This shorter conversion
path leads to higher conversion rates.
Example of Traditional E-
commerce Checkout Process
Example of MP E-commerce
Checkout Process
APP
Store landing page
Product page
Cart
Order details page
Checkout page
Successful purchase
PDP page from sharing
Checkout page
Successful purchase
A typical checkout process
for MP often starts with a
share sent via a chat
message
13. Mini
program
trends Retargeting / Remarketing
● Since it is easier to reach users via WeChat OA
posting, reminders, etc., remarketing is much
easier via an MP.
● For traditional e-commerce platforms,
merchants usually can not directly reach users
but instead have to rely on built-in mail/e-mail,
phone or text message, etc. - All of these
methods come with long conversion paths and
are separated from the platforms.
VS
Template marketing promotion message from OA
versus traditional Remarketing email.
14. Mini
program
trends Mini Program: More powerful than a website?
The number of websites in China
hit a peak of 5.44 million in July
2018 then experienced a
decrease to 4.43 million in July
2020. When it comes to internet
usage, locals have long preferred
to access applications via mobile
devices vs. surfing on traditional
websites. Creating an MP
automatically sets you up for a
higher conversion rate than what
you would get for your brand
website in China.
5.75
5.50
5.25
5.00
4.75
4.50
4.25
4.00
3.75
3.50
Jul 15 Jan 16 Jul 16 Jan 17 Jul 17 Jan 18 Jul 18 Jan 19 Jul 19 Jan 20 Jul 20
3.568
4.229
4.542
4.824
5.058
5.333
5.440
5.234
5.180
4.970
4.680
Source: www.ceicdata.com | China internet network information Center
16. Mini
program
trends The Ever-Changing Regulatory Landscape
Navigating China’s data regulatory
landscape is no easy feat as there
are several laws in place, and it is
not uncommon for laws to change
each year or what may seem like
overnight.
Make sure you are aware and fully compliant
Regardless, when it comes to setting up a Mini Program
and collecting user data, you need to make sure that you
are well aware of the current regulations and are
operating in compliance to avoid hefty fines or worse.
Do your own research
While this report gives an overview of some of the most
up-to-date data laws as they relate to Mini Program data
collection, it is far from being comprehensive, and it is
highly recommended that you take note of any data laws
before you begin the development of your MP.
In recent years WeChat mini-programs have developed
rapidly, but local authorities have noted that they also
have exposed prominent security risks and, in particular,
the risk of users’ personal information leakage is rather
severe.
17. Mini
program
trends A Patchwork of Requirements
When it comes to China’s data
regulatory framework, it’s best to view it
as a patchwork of regulations instead of
trying to find a unified framework.
On November 1, 2021, China passed its Personal Information
Protection Law ("PIPL") which takes strong inspiration from the EU’s
General Data Protection Regulation (GDPR). The PIPL impacts many
businesses operating in or doing business with China, coupling
extensive obligations concerning processing all types of data.
While the PIPL has the spotlight as it is the newest data regulation -
it’s not the only one. Luckily, when it comes to collecting user data via
an MP, all regulations seem to focus on the same aspects which
revolve around user consent when it comes to data collection and
the protection of their information.
CSL (Cyber Security Law)
PIPL (Personal Information Protection Law)
DSL (Data Security Law)
For more information about the PIPL, be sure to check
out our whitepaper on Consumer Data Strategy under
the New China PIPL.
18. Mini
program
trends Current Regulations for Mini Program Data Collection
This list includes regulations that you will
want to keep in mind when it comes to
collecting data from users of your MP.
● Users must be notified before their
information is collected, why it would be
collected, and in what scope it would be
used.
● Users cannot be required to share
personal information such as birthdate,
phone number, etc. or be denied access
to services if they deny access to
personal data beyond the business
scope.
● User data collected in a specific Mini
Program can only be used in that
specific program. For example, if you
have two Mini Programs, you shouldn’t
transfer user data from one MP to
another.
Example of an
authorization process for
data collection
● Users should be given the option to
permanently modify or delete their
data and be able to execute this option
on their own.
● Personal data must be diligently
protected throughout its lifecycle
For an exhaustive list of all data regulations
see WeChat’s “Rules for User Privacy and
Data.” Also, make sure that you are
compliant with the most up-to-date
regulations. Note that different types of
Mini Programs may be subject to a
different set of regulations and licensure.
Incorporate accessing licenses and
searching for relevant information into
your timeline as this process can take up to
several months.
19. Mini
program
trends Licensing for Mini Programs
If you want to publish a website,
platform, software, or mini program in
China you will need to start by applying
for an ICP (Internet Content Provider)
license.
Other licenses may be needed
depending on the scope of your mini
program, and it is crucial to plan ahead
and allow ample time to make sure you
are compliant with the most up-to-date
regulations and have the proper licenses.
Depending on the licenses that you end
up needing, you will need to spend
anywhere from 1-6 months on the
licensing application process alone.
Example of licenses required for developing a mini program.
These licenses, which include a commercial ICP License (B25), were required for an e-
commerce mini program that allows users to book dinners via a third-party vendor.
Feature Licence
Data sharing B 21
Information publishing B 25
Communication B 22
SMS verification SP
Features used
in App legally
requiring a
licence
20. Mini
program
trends Licensing for Mini Programs
ICP License
● Information search services
● Information dissemination
platforms
● Information community services
(no direct selling)
● Real-time interactive
information services
● Transaction processing platforms (i.e.,
e-commerce platforms, second-hand
trading platforms, online food ordering
platforms, ticket booking systems, etc. )
● Only those where third-party sellers are
involved
● e-Commerce MP with online
payment integration
● Social media or live-streaming
mini programs
● Communication services between two or
more parties
● Example: Video conferencing, audio
conferencing, and remote diagnosis
● Likely needed if an EDI license is needed
● For SMS functionality/verification
● Voicemail, email, or fax functionality
between two or more people
● Establishing a call center platform to
provide users with services such as
business or information consultation,
and data query.
Commercial ICP
License
(B25)
EDI License
(B21)
Multi-party
Communication
License (B22)
Store and Forward
(B23)
Call Centers
(B24)
Service Provider
License
(SP License)
Required
OR...
Specific to Scope and Functionality
23. Mini
program
Analytics
Setup MP Performance Tracking to Feed your Optimization Strategy
The key to defining your mini-program performance is to
identify how your entry points perform in regards to your
mini program’s core engagement/conversion goals, such
as:
● Which WeChat posts from OA have brought the most
traffic or have the highest conversion rates?
● Which KOL campaign has generated the most sales or
engagements on the mini-program looking at goals
related to engagement or sales?
● Which advertising channel has brought the most
qualified traffic to the mini-program?
● Which form field has the highest drop-off?
● Which features on the program are the most used?
Also, make sure to optimize the design or features
accordingly (e.g., removing form fields that are causing
high abandonment, removing clutter on a product page to
increase additions to carts, adding helpers on checkout
steps, retargeting cart abandonment with transactional
notification messages, etc.)
A/B testing flow with conditions
24. Mini
program
Analytics
Setup Connecting Mini Program Behavioural Data with Official
Account and/or Social CRM
Based on the WeChat platform, once you collect data
from your MP, it is very convenient to:
1. Reach out to consumers
Create user portraits, accurately place social
advertisements or other online and offline marketing
activities to drag traffic.
1. Convert traffic
Utilizing WeChat assistant to follow up real-time
comprehensive customer management such as visiter
reminders, customer behavior tracking, tag users for
precision marketing, etc.
1. Offer outstanding customer service
Order reminders, after-sale reminders, and other OA
notifications make the service more timely; repurchase
reminders and returning massage for lost users to
improve customer retention and repurchase rates.
DMP/Back-end/third-party
sCRM solutions
MP/OA
Customer
Integrate, Combine
Share, Campaigns,
Service, Reminder
Customer behavior
Data collection
Customer - MP closed loop
25. Mini
program
Analytics
Setup The Risk of Using Too Many Third-Party Plug-ins
Because they reduce development work, third-party solutions
have become popular. 720yun.com for VR, Xiaokefu for chatbot
and livecom/grata for LiveChat are some examples.
As a brand, you might want to look at specific metrics that may
or may not be tracked by these platforms. It is also important to
understand how these platforms come up with their
calculations since calculations for the same metric can vary from
platform to platform. Also, this data will usually be collected
directly on the third party’s back-end instead of your own. Once
this data is collected, how will you export it for reporting or so
that your other team members can view it easily in one place
without having to log into and/or learn how to use several
solutions?
How to add third party’s solutions to MP
Solutions:
● Make sure to collect third-party data in advance
for reporting.
● When choosing analytics solutions, figure out if
there is an API connection that is can easily
connect with the necessary the third-party data.
26. Mini
program
Analytics
Setup Importance of Connecting your MP to Multiple Sources
It’s likely that no one data source or analytics
solution, regardless of how powerful, will give
you an accurate and comprehensive view of
your consumer behavior.
For this reason, most dashboarding solutions
will allow you to add multiple data sources.
In order to have the most impactful dashboard,
you could:
● Pull data from the database for cumulative
customers.
● Implement solutions for built-in data such as
pageviews, DAU/WAU/MAU, and entry points
● Abstract specific data sources for certain
figures.
E.g., user sharing performance from analytics
solution
Analytics
Solutions
WeChat
OA Back-
end
Third
Party’s
Solutions
Back-
endCMS
Database
MP Built-
in
Analysis
Third
Party’s
Plug-in
sCRM
Solutions
27. Mini
program
Analytics
Setup Combine Data from your Database with an Analytics Solution
A good third-party analytics solution will help
you collect important data and metrics related
to user behavior and how users navigate your
mini program. However, for transactional data
or data not specifically related to user behavior,
for accuracy, it’s best to get straight from the
source - your database. While it may be time-
consuming to get all of your data sources
integrated at first, for a basic setup, we
recommend that you at least incorporate both
data from your analytics solution and your
database into your BI tool.
Database
Revenue
Transactions
Refunds
Bookings
User demographics
Registrations/Account
Creations
Conversion Rate
Average Order Value, etc.
Analytics Solution
UnionID
Bounce rate
Pageviews
Traffic sources
Average Session Duration
Average pages per visit
Percentage of returning visitors
Number and Frequency of visits
User clicks, etc,
BI Tool
+
=
28. Mini
program
Analytics
Setup And Incorporate your MP into a Synergized Digital Ecosystem
1 Fanbase, 1 Order Management System, 1 Membership System, 1 Mini Program
Local CRM
& Loyalty
OTA
(e.g., Ctrip /
Dianping)
TRANSACTION
Real time integration
through SPLIO API
portal of transaction
and customer
information Social Loyalty
Middleware Platform
- Social -Engagement
-BI and monitoring
-Interactions
tracking
-VIP Tier
1 Hub
E-Concierge
WeCom
On-Site
Solution
(e.g., POS)
1 Hub
Website with
4 sub websites
1 Hub WMP
With 4 sub
MPs
1 Main OA
with 4 sub
OAs
1 RED / Douyin
OA with 4 sub
OAs
FANBASE
CUSTOMER BASE
1 Social Media
Management
Platform
1 Main OA
With 4 sub
OAs
1 unique
Booking Engine
Sync of
Members data
1 Unique
Membership
Mini-Program
29. Mini
program
Analytics
Setup Advertising Linked to Analytics Solutions
Merchants can check advertising
performance not only by Ad
views/clicks/cost but also MP
pageviews from Ads, product
performance from Ads and
automatically calculated ROI.
300k
250k
200k
150k
100k
50k
2020/03/09 2020/03/10 2020/03/11 2020/03/12
Advertising Performance
Exposure Click Clock
Ads Views/
Ads Clicks/
Ads cost
30. Mini
program
Analytics
Setup Integrating Offline Data
It is essential to track offline store
data, so that merchants can
better manage their MP content
and sales strategies.
This helps to understand overall
sales performance by combining
both offline store and online MP
performance.
1.8k
1.5k
1.2k
900
600
300
0 5K 10K
Offline Store traffic
7 days ago
Yesterday
Today
2.1k
15K 20K 25K
Customers
who
made
a
purchase
Store 5
Store 4
Store 3
Store 2
Store 1
Store
visitor
25
20
15
10
5
00:00
Overall sale performance
Transaction
01:15 02:30 03:45 05:00 06:15 07:30 08:45 10:00 11:15 12:30 13:45
32. Mini
program
Analytics
Setup Analyzing Mini Program Traffic Performance
Besides Google Analytics default
sources, WeChat has also set up over
50 WeChat entry points.
Here is the link for WeChat’s official
development file that lists all entry
points.
By generating QR codes of the UTM
URL, you can track your campaign
performance (e.g., physical/digital
posters, websites, meeting rooms or
flyers, etc. ). This way, you can get a
comprehensive view of your
campaign tracking. Check out our
document on how to generate QR
codes for your Mini Program here.
As one of the most important traffic
sources, MP sharing is a key figure to
improve. Most analytics solutions
track sharing and it’s also important
to take note of whether your MP is
being shared to friends and/or via
group chats.
33. Mini
program
Analytics
Setup Analyzing Mini Program Traffic Performance
Don’t hesitate to
include your MP QR
codes in your social
media posts.
Or during the lead up
to events on printed
materials that
invitees are likely to
use to help pass on
key information
related to the event.
Launch or general
events are great for
getting the word
out. Make sure that
attendees interact
with your MP as
much as possible.
Leverage the
popularity of
livestreaming
events and use it to
direct viewers to
your MP.
Popup and
experience stores
are great ways to get
users interacting
with your MP -
especially if you have
more than one.
You can also put
your MP QR code in
your team’s email
signatures.
Include shopping
credits, memberships,
discounts, and coupons
in your MP -even for
purchases made via
your offline stores.
Track your KOL
performance by
giving each one
their unique QR
code.
Bind your store Wifi
with your MP, so
that customers have
to sign up via your
MP to connect to
the Wifi
If your team has
business cards, it
may also be a good
idea to include a QR
code for your MP.
Have another traffic acquisition use case for a mini program? Click here to tell us all about it.
35. Mini
program
Analytics
Setup UnionID vs. OpenID
A unique WeChat ID for each user of an OA (Official
Account) and Mini Program. For each OA or Mini
Program, users have a unique OpenID. For example, if
you log into a Mini Program - you will have one
OpenID, and if you log on to another - you will have a
different one. When users subscribe to or interact with
your Mini Program, it is possible to obtain their basic
information such as location and language using their
OpenID. You can get their OpenID if a user authorizes
WeChat access through your MP.
Unlike a users’ OpenID, a UnionID stays the same as
users travel from one mini program to another. For
data tracking, a UnionID can be seen as more precious
as it gives the ability to acquire a user’s data from
multiple platforms and attribute actions back to the
specific user. This is particularly useful when taking into
consideration that although most brands have a main
mini-program with core functionality, it is best to have
several mini-programs to keep the user experience as
simple as possible and try not to mimic a full-blown app.
36. Mini
program
Analytics
Setup The Benefit of a UnionID
Brands can utilize UnionID to understand,
approach, convert, and retain consumers.
● Smoother onboardings and increased retention rates
● Better acquisition and management of user data
● Boosted sales through omnichannel marketing and scenario-
based promotions
● Improved data security (users don’t need to log in)
● Accurate customer segmentation and targeted advertising
(when a user authorizes WeChat login on a cosmetics app,
WeChat can push beauty related ads accordingly)
Promotional
MP
H5
Campaign
Official
Account
UnionID
E-commerce
MP
Example of an Analytics
Setup for Cross-MP
Tracking - here we can
see this user visited our
first MP a lot more often
than our second one.
37. Mini
program
Analytics
Setup How to Apply for UnionID Collection
To get access to users’ UnionIDs,
you first need to complete
developer qualification
verification and bind your
accounts (OA, Mini Program, and
Applications) on the WeChat
open platform. Here are the
steps on how to do so.
Bind your WeChat touchpoints to the
Open Platform
● In the admin center you can select
OA or Mini Program and then select
the “Bind an Official Account / Mini
Program” option.
Register an Open Platform account
● Head to https://open.weixin.qq.com
to register your account. All you
need is a valid email address.
Complete the Developer
Qualification
● Once you are logged in, select
“Developer Qualification” after going
to the account center.
● If you’re in China, you will need to
pay a verification fee of 300CNY or
99USD if you’re outside of China.
1
2
3
39. Mini
program
Analytics
Setup How to Apply for UnionID Collection
Before an MP is designed,
you need a clear picture of
your business goals and
how success will be
measured (KPIs)
1
2
3
Once the MP is released you should
focus on tracking conversion and
adjust / update the MP accordingly.
Business Goals
● Identify existing customers among WeChat followers
● Increase repeat orders
● Offer a seamless omnichannel customer experience
● Increase engagement and brand awareness
● Generate qualified leads with name and phone number
KPIs
● % of new followers identified as customers
● % of sales from repeat customers, order frequency, average basket
● % of MP users from sharing, from favorites
● % of MP visitors considered engaged
● Overall MP conversion: lead generation, action completion, etc.
Macro Conversions
Micro Conversions
● Journey completions
● Repeat MP users
● End conversion: form filling, registration, purchase completion
● Journey steps, page visits
● Shares
● Interactions with page elements
● Page scroll > x%
● Customer service requests
● Traffic to linked Mini Programs
● Reviews, ratings, comments
● Content interactions: live-streaming views, video views
4
40. Mini
program
Analytics
Setup Unified Back-End Solutions Contain Multiple Categorized Views
Classifying different actions by separating
views and categorizing data is a key for
optimizing your performance tracking.
● Take the time to make your data clean by
filtering it out to allow for easier analysis in
the future. For example, a testing view
should have only traffic from your team
when you are testing your MP or a
checkout view should only contain steps
for your checkout process.
● Analyze specific types of actions without
distractions and save time from having to
manually filter out your data later.
● But understand that once you use a filter -
you cannot get that filtered data back. So,
plan accordingly!
Store Locator
Checkout
Home
My Account
41. Mini
program
Analytics
Setup Why Mini Programs are Better than H5 for Some Key KPIs
Some of the most significant KPIs of a
Mini Program are user traffic,
registrations, and conversion rate. Based
on the WeChat platform, users can
register/login to the MP via one click to
authorize their personal information,
such as their location, WeChat profile, or
checkout address from their
phonebook, etc. However, an H5
requires more steps and may even
include redirection.
VS
Mini Program WeChat
profile authorization
H5 personal profile
authorization
H5 Weibo Register
redirection
UEFA performance in the first month
MP Traffic: 12k
Registration conversion rate: 35%
Traffic: 2.5k
Registration conversion rate: 30%
H5
42. Mini
program
Analytics
Setup UEFA Champions League
Business Goals:
● MP basic performance
● Paid media/KOLs performance
● Collect engagement information
● User insight
KPIs:
● Pageview, unique pageview
● Daily/Weekly/Monthly active users
● New Users % over last X weeks
● Traffic source performance
● Account registration
● Form submission
● Total shares
● Users’ region/age/gender
Macro Conversions:
● Journey completions
● Repeat MP users
● Churn
● End conversion: done prediction
Micro Conversions:
● Journey steps, page visits
● Sharings
● Interactions with page elements
43. Mini
program
Analytics
Setup The Executive Center
Business Goals:
● MP basic performance
● QR code scanning performance
● Collect engagement information
● Meeting Room booking performance
● User insight and login status
KPIs:
● Pageviews, unique pageviews
● Daily/Weekly/Monthly active users
● New Users % over last X weeks
● Meeting room booking rate
● Traffic source performance
● Account registration
● total shares
● TEC Member/External Member login rate
Macro Conversions:
● Journey completions
● Repeat MP users
● Churn
● End conversion: done prediction
Micro Conversions:
● Journey steps, page visits
● Shares
● Interactions with page elements
44. Whether it helps you comply with
the PIPL or because you need to
collect granular data (i.e., UnionID)
about your consumers and inject it
into a data platform, choosing the
right local analytics solution for
your mini-program is a more
strategic decision today than it was
2 years ago.
Victor Ariza, Analytics Project Manager at LVMH
46. Analytics
Solution Owning Your Data
Most e-commerce platforms in China, such as Tmall and
JD, act as black boxes that give brands limited access to
their consumer data. However, with a WeChat MP, you
can own and have access to all of your user
information.
Whether they are off-she-shelf or fully customizable,
several MP data tracking solutions exist. While an off-
the-shelf solution may cover many of your basic needs
and track standard metrics, ones that allow you
tailor-made configuration will give you the greatest
ROI in the long run. This will help you see the complete
picture of your user behavior and, therefore, better
optimize. After all, each MP is different, and so is its user
journey.
Regardless of the type of solution you choose, it is
important to make sure you properly set up tracking
for your KPIs so that you are able to collect all of the data
you need as soon as your program goes live.
%
of
brands’
needs
covered
Type
of
Solution
Off-the-
shelf
Fully
customizable
60% 100%
47. Analytics
Solution Can we still use Google Analytics to track WeChat Mini Programs?
Yes! Most international brands are still using Google Analytics as
their central analytics solution for all their web properties. In that
regard, it is possible to use GA as analytics for your WeChat Mini
Program.
MPs cannot fire the default frontend GA script. There is an existing
connector available that will send hits to GA from the Mini
Program backend.
● Work with real-time data and adjust your business decisions
accordingly.
● Easily customize your data collection and track your data via
built-in reports.
● Customize detailed reports for pages to understand why
certain metrics are higher or lower.
But beware of the limits:
● Because the google-analytics.com domain name is not ICP
enabled it cannot be added to an MP’s server whitelist, you
need to proxy the requests to GA with an ICP-enabled
server.
● MP-specific events cannot be tracked (e.g., tracking entries
from individual QR code scans).
We also HIGHLY recommend using a local tool to double-
track your data if you choose to use Google Analytics..just
in case!
49. Analytics
Solution Local Analytics Solution For Your MP - Tencent Youdata
Tencent Youdata was recently launched by
Tencent Smart Retail and is becoming quite
popular.
It uniquely integrates offline store, online
official account, and MP performance to give
enterprises full control of their business.
Steps to configure:
● Apply for data access to get a test token.
● Go through Tencent’s verification process.
● You are then ready to implement and
setup your SDK.
Omni-channel analysis for every
angle of data
Integrated offline store
performance and online OA
Advertising linked in helping
marketing strategy
For more detailed configuration see the
Official development file
50. Analytics
Solution Youdata Channel Classification
Classified channels can be
applied to product sale analysis,
which helps merchants
understand every action that is
made for traffic acquisition, as
well as e-commerce. On top of
that, merchants can optimize
their MP performance and
advertising strategy.
Drainage Traffic
Customized
Traffic
Organic Traffic
Traffic from sharing,
MP quick access, user
search, etc.
OA posting/MP
reminder, offline
marketing event, jumps
between MPs, etc.
Campaign activity, QR
code generation, etc.
52. Analytics
Solutions Mapping of WeChat Mini Program Analytics Ecosystem
TALKINGDATA JICE.IO ALADDIN
HOTAPP Analysys Ark GROWINGIO SENSORS DATA
WeData ZHUGEIO BAIDU Umeng+
Google Analytics Adobe Analytics Tencent YouData Data Rangers
53. 01
02
03
04
No. Tool name
Overview Characteristics of the tools
Price Affiliation
Service provider
overview
This is located in the WeChat
backend for your OA and MP,
but beware that certain metrics
will only give you up to 90 days
of historical data.
Differentiated
features
DMP
05
Analytics
Solutions Overview Comparison of 15 Mini Program analytics tools(1/3)
✘
✔
✔
✔
TalkingData
Baidu Tongji
tj.aldwx.com
Tencent YouData
Freemium
Freemium
1,800
RMB/month
Free
Talking
Data
Baidu
ALD
Tencent
Multi-channel analytics platform:
APP, H5/Web, WeChat MP
Baidu Tongji’s mobile module
Pure WeChat Mini Program
player. Created in 2016.
Tencent YouData was launched
by Tencent Smart Retail.
Case: Lancome & SASA
One of the most comprehensive
App analytics platforms
Can be used to track Baidu and
WeChat Mini programs
Combines offline store and online
OA with MP and omnichannel sale
analysis. tracking MP/Kandian live-
streaming, and Official Account
performance
Have their own WeChat MP for
dashboarding
Free Tencent
WeChat Backend
✘
Automatic collection of basic
metrics
54. 06
07
08
09
No. Tool name
Overview Characteristics of the tools
Price
Free
Affiliation
Service provider
overview
Differentiated
features
DMP
Free
Volume
based
Free
10
Volume
based
Analytics
Solutions Overview Comparison of 15 Mini Program analytics tools(2/3)
✘
✔
✘
✔
Analysys Ark
GROWING.IO
DataRangers
Sensors Data
HOTAPP
HotApp
Ark
(E-Guan)
GrowingIO
ByteDance
Sensors
Data
Specializes in tracked QR code
management for Apps and Mini-
Programs
Full data analysis platform service
for developers; support APP,
H5/Web, WeChat Mini-Program
Cross platform analysis product:
web, app, and Mini Program;
charge for business usage.
Big data analytics products and
solutions for Internet industries;
A fully integrated
platform including MP traffic
tracking, performance optimization
and user insights
Rich QR code tracking
features
Both local and international,
(exclusive) Douyin analysis
One of the most powerful
platforms on our list - but it
comes at a cost!
Smart user operation
solutions, ARGO user growth
model
User profile, tracking user
preference cross-platform
DataFinder
55. 11
12
13
14
No. Tool name
Overview Characteristics of the tools
Price
Volume
based
Affiliation
Service provider
overview
Tencent
Differentiated
features
DMP
ZHUGEIO
Volume
based
Free Google
15
Volume
based
Adobe
Analytics
Solutions Overview Comparison of 15 Mini Program analytics tools(3/3)
This is basically an extension of
the WeChat backend - in the
beta version with 90 days of
historical data.
Focused on data collection and
analytics tools for H5/Web, mobile
apps, and Mini Programs
Full data analysis platform service
for developers; support APP,
H5/Web, WeChat Mini-Program
Real-time data performance,
native dashboard creation, E-
commerce support.
Full data analysis platform service
for developers; support APP,
H5/Web, WeChat Mini-Program
24/7 customer service and
support, easy to share with
other users.
Comprehensive web analytics
data, cooperates with Tencent
MP ecosystem
Flagship products including
Zhuge DMP, Insight - Data
analytics, Action - smart
marketing, Digital - data
infrastructure
✔
✔
✔
✔
ZHUGEIO
Adobe Analytics
Google Analytics
Freemium ✘
Umeng+
Umeng Professional data services for
more than ten years
Offers offline (store) analysis
as well
WeData
56. Feature
ZHUGEIO TalkingData Aladdin
Price
Free SAAS (1 app)
Paid SAAS
10,000 RMB/month
Paas 8,333~16,666
RMB/month
Free for basic
metrics
Free Plan
Basic Plan
(2,500RMB/month)
Enhanced plan
(4,000RMB/month)
FREE for basic
statistics and
charges for API
and custom
events
10,000RMB/mont
h for basic
features
Freemium FREE
Mini Program
Analytics
✔ ✔ WeChat/Baidu ✔ ✔ ✔ WeChat/Toutiao
QR code
Generator
✘ ✔ ✔ ✔ ✔ ✘ ✔
Custom Events JS JS JS JS JS JS JS
API ✔ ✔ ✔ ✔ ✔ ✔ ✘
Mini Program
Service
Notifications
✘ ✔ ✘ ✔ ✘ ✘ ✘
Google Analytics Tencent YouData
Analytics
Solutions Deep Dive on 7 Solutions
Baidu Tongji
Mobile
64. Google Analytics for
Global reporting
Double track with a
local analytics solution
to enhance your data
Connect your solutions
to your BI tool
Analytics
Solution Which Solutions Should You Choose?
You should barely log in to your analytics
solution as it should be connected to your BI
tool. Data Studio is your best bet if you are
only connecting to Google Analytics.
Otherwise, we found PowerBI the most
secure, affordable tool to connect to all your
data sources. Tableau is also a viable option
for visualization that offers in-depth
analytical capabilities. However, it comes
with a steeper price tag and learning curve.
Most international brands use Google
Analytics for Mini Program tracking as they
use Google Analytics globally or have GA 360.
The main reason is that it helps to have only
one analytics solution for all platforms:
Websites, APPs, and Mini Programs for
different countries, which eases data
processing, and your team only needs to
learn how to use one tool. Be sure not to
collect any PII on the platform to ensure
that you are compliant with local
regulations regarding cross-border data
transfer.
A local analytics solution can certainly
replace Google Analytics or be used
simultaneously. We recommend using both
Google Analytics as well as a local solution.
Having a backup of your data will help you
ensure accuracy and compliance. Also, while
Google Analytics is highly customizable and
will give you most of the information you
need, a local solution will be more accurate
when it comes to data reporting in China for
specific metrics. It will give you more detail
regarding devices used and the location of
users. The options above are our most
recommended local platforms.
https://docs.google.com/presentatio
n/d/1J5K5wMZzREFtcpwWzv2sKM
uxoPVeWnNia1MiZ_b2sDI/edit
67. Analytics
Tagging How to Implement your Tagging Plan on a Mini Program
The WeChat backend is the simplest option for
accessing your MP data. However, this data is quite
limited and not customized to the specific structure of
your MP or any specific KPIs or events you may like to
measure.
Other third-party tools, paid or free, will provide you with
several extra data points and features, allowing you to
measure the performance of your MP more accurately.
Most of the analytics tools use Javascript code to track
custom events or events outside of the basic metrics
collected such as pageviews, number of users, session
duration, etc. This means that you will need your
developer or vendor to implement your tagging plan
into the Mini Program code.
There are two main categories of third-party tools: 1)
pure WeChat Mini Program players and 2) cross-channel
analytics solutions. While pure players tend to have
more MP-specific tracking features and cover many use
cases
with out-of-the-box templates, cross-channel analytics
have the advantage of gathering App, H5, and website
tracking all in one place.
We have not thoroughly tested all the solutions listed in
the following benchmark. Feature comparison was done
by analyzing each solution’s documentation, accessing
demos, and reading online reviews. The results are
gathered in a shared Google Spreadsheet. You are
welcome to contribute to this benchmarking effort.
Drop us a line and we will be happy to grant you editing
rights to this shared knowledge database.
68. Analytics
Tagging Tagging Plan Tab - Key Information
Properties and Account IDs
If you want to use a platform similar to Google Analytics
for your performance tracking, you need to create two
bins called ‘properties’ to store the data for your Mini
Program - one for testing, and one for production. Your
developer will then use each property ID to make sure
that the data is collected into that property.
App ID
Your AppID is equivalent to an identity document for
your Mini Program. It will come in handy when you want
to generate QR codes for users to enter your program
using your brand logo.
Also, most Mini Program analytics solutions generate a
key or an SDK. Like a website, you can have multiple Mini
Programs under the same account and perform cross-
tracking analysis for your different programs or to track
the traffic from your Mini Program to your website and
vice versa.
69. Analytics
Tagging Tagging Plan Tab - Page mapping
This tab is where you keep track
of the names you give your
pages. It is not a place to get
creative- make sure that your
page names are
straightforward and descriptive
enough so that you can easily
understand which page is
which without having to refer
to your documentation.
70. Analytics
Tagging Tagging Plan Tab - Event Tracking Setup
This is likely the most
important tab for you and
your developers where you
make note of all the custom
events you would like to track
for your mini program. Again,
this is not a place to get
creative and it’s important to
make sure that you clearly
name all of your events so
you know what they
represent when you analyze
them later.
#ID
KPI
Description
Illustration GA Method GA output(s)
Specific
parameters
1
when a user
shares the MP event
eventCategory: share
eventAction: share - MP
eventLabel: $page
t=event,
ec=share
ea=share - MP
dt=$page
2
when a user
submits form
with name
event
eventCategory: form
eventAction:
formSubmission
t=event,
ec=form
ea=formSubmission
dt=$page
3
when a user
submits form
with phone
event
eventCategory: form
eventAction:
formSubmission
t=event,
ec=form
ea=formSubmission
dt=$page
71. Analytics
Tagging Tagging Plan Tab - Google Analytics setup
Make sure to include documentation of all the
settings you put in place for your analytics
solution. The case shown on the right is an
example tab of a Google Analytics set up that
includes the following:
● Custom dimensions are global variables that
allow for better organization/categorization
of data and to get more detailed information
about users (i.e., actions of those logged in vs.
not logged in.)
● A detailed description of goals that are set up
and tracked to see if users completed certain
CTAs (i.e., sharing, adding item to wishlist,
completing a purchase)
● Information about which filters we will be
creating for our data - make sure to find a
way to filter out testing data from your team.
72. Analytics
Tagging Tagging Plan Tab - UTM Setup
A UTM code is a snippet of code that
you can add to the end of a URL to
track the performance of campaigns
and content. It can also generate QR
codes to find out exactly where the
traffic for your Mini Program is coming
from. You can define a few parameters -
source and medium, which are
required and campaign, term, and
content that are optional. Parameters
you track via UTM codes show up in
your analytics reports to give you a
clearer insight into marketing
performance. UTM stands for "Urchin
Traffic Monitor." This name comes from
Urchin Tracker, a web analytics
software that served as the base for
Google Analytics.
74. Analytics
Tagging Tagging overview
Capturing transactional macro
conversions may be simple, as they are
often tracked automatically (e.g., for an e-
commerce Mini Program).
On the other hand, non-transactional
macro conversions may require you to add
specific tracking, such as campaign traffic
sources.
Implementing funnels to track the path to
your macro conversions is important for
detecting drop-off points or issues with
design, content, etc.
Custom Event
Page View
E-commerce
Tagging Example: TEC
Tracking micro conversions is the trickiest
part of Mini Program analytics, as these
events often need to be manually added
to your source code.
It is essential to plan for what you want to
measure and augment your Mini Program
with third-party analytics to track custom
events.
Get a copy of our event
tagging template and
implement event tracking
and funnels on your MP.
79. Data
Visualization,
Dashboards,
&
Reporting How to Build your MP Performance Tracking Dashboards
Mini Programs are just one component of your overall
WeChat strategy, and you most likely need to track all your
WeChat data points.
1. Official Account
2. H5 Media Campaigns
3. Website with JSSDK
4. Mini Programs
5. Chatbot
6. CS LiveChat
7. WeChat H5 Store
Most analytics solutions do not provide a custom dashboard.
If you prefer to manage the MP tracking dashboards
separately, each platform has its own data reporting
capabilities. We recommend looking at the visualization
engine and its flexibility vs. out of the box features:
This is why we recommend that you primarily look for API
connectors when choosing your MP tracking solution. This
way, you can query all of your data and visualize it in one place
using one tool (i.e., Tableau, Google Data Studio, PowerBI).
80. Data
Visualization,
Dashboards,
&
Reporting Leveraging the Connectivity of BI Platforms to Get the Most
Out of Your MP Performance Tracking
Google Data Studio is great for sharing with colleagues and
if you only want to connect to Google products. However, to
get the most out of your performance tracking, you need to
connect to various sources, and for this, Microsoft PowerBI
offers a secure, straightforward solution.
Not only can you connect to several data sources and create
visualizations via PowerBI, but PowerBI Apps give you the
option to embed reports and dashboards. You can also
incorporate any other embedded link so that you can keep
track of all of your content in one place, regardless of where
it was produced.
Although PowerBI requires a monthly subscription,
this comes at a very low cost of 10USD/month. It
gives you a more secure option for viewing all of
your key metrics via your account which requires
login information. However, beware that a new
subscription has to be set up for each individual user
that wishes to view the dashboard.
Example PowerBI Dashboard
Example: PowerBI App
81. Data
Visualization,
Dashboards,
&
Reporting Dashboarding Strategy - Basic Performance
Depending on your MP and KPIs, the
primary data shown in your dashboard
could be completely different from other
organizations. The dashboard on the top
right is more focused on e-commerce,
and the second one is more is focused on
MP traffic and user sharing.
Thus, here are some commonly used key
figures depending on the MP:
● Transactions, Revenue, Checkout
Conversion, Daily/Weekly/Monthly Sale
Performance, etc.
● Pageviews, Total users, Bounce rate,
MP Shares, Daily/Weekly/Monthly
Traffic Performance, etc.
82. Data
Visualization,
Dashboards,
&
Reporting Dashboarding Strategy - Conversion Funnel
A conversion funnel shows a clear view of
each step users have taken towards your
CTA. Whether the purpose of the MP is to
generate revenue via E-commerce
transactions/bookings or to create an
inflow of user traffic, you can see where
your users tend to drop off with a
conversion funnel.
Here are some commonly used key MP
funnel steps:
● All sessions, Product views, Checkout,
Purchase
● All sessions, MP registration, MP final
step (example above is MP sharing)
83. Data
Visualization,
Dashboards,
&
Reporting … But make sure to provide actionable recommendations or
analysis for better management
A smarter way for sharing reports:
Leave enough space for analysis,
recommendations, or images if
necessary - so the report looks
more manageable and intuitive
(e.g., a space of 3 lines for text
under each graph).
84. Data
Visualization,
Dashboards,
&
Reporting Importance of Sharing Dashboards to Automate your Reporting:
Google Data Studio
Shareable dashboards are
important for collaborating with
your colleagues and sharing KPIs
to ensure everyone in the
organization is working towards
the same goals. Keep everyone
on top of the latest data
effortlessly.
You can automate sharing your
dashboards and reports (daily,
weekly, monthly) with Google
Data Studio in a secure way by
managing access for users and
adding their gmail-connected
email addresses.
85. Data
Visualization,
Dashboards,
&
Reporting Reporting
Data integration and
performance tracking are only
the beginning of an optimization
journey. A good report template
can help you organize the data
from your mini-program and
present it in a comprehensive
yet straightforward manner so
that you can motivate key
stakeholders to take action and
optimize based on regularly
collected insights.
Check out…
our free mini program
performance report template.
87. A/B
Testing
on
Mini
Programs A/B Testing on a Mini Program
● Just like any other digital
product, it is also crucial to A/B
test your WeChat mini-program.
Some solutions offer such
testing out of the box.
● To A/B test a mini program, you
need to have two different
versions you can direct a portion
of the traffic to.
● Compared to Apps, it is easier for
a mini program to get traffic at a
lower cost. So A/B testing is even
more effective in finding the
optimal MP solution.
Sharing is one of the most important traffic entry points. However, encouraging users to
share an MP is not always an easy goal to reach. The above tests do not bring a
considerable difference for each version which also reminds us that we should consider the
specific value-add we are trying to bring to the MP. How can we optimize the design and
trigger the CTA we want?
88. A/B
Testing
on
Mini
Programs A/B Testing Solutions Comparison
Price
Real-time
data tracking
Heatmap Virtualization
Grayscale
release
Customer
service
Volcengine Freemium ✔ ✔ ✔ ✔
Weekdays 10-
18:00 CST
Eyeofcloud
云眼
Starting at
39,800RMB/Year
✘ ✔ ✔ ✘ 24/7 support
Appadhoc
热云数据
Volume-based ✔ ✘ ✔ ✔ 24/7 support
Adobe Target Volume-based ✔ ✘ ✔ ✔ 24/7 support
DataRangers Volume-based ✔ ✔ ✔ ✔ 24/7 support
Google Analytics Does not support A/B testing for MP
89. A/B
Testing
on
Mini
Programs A/B Testing Case study
Original version Test version A
VS
Design with “today’s
challenge” icon leads
to a 15% increase in
conversion rate.
Case from Testin data.AI: 我最在行
90. A/B
Testing
on
Mini
Programs A/B Testing Case study
Original version Test version A
VS
Design with “view
personal record” leads
to a 10% increase in
CTR
Case from Testin data.AI: 我最在行
91. A/B
Testing
on
Mini
Programs A/B Testing Case study
VS
Original
version Test version A Test version B
VS
Design with
article summary
leads to a 15.54%
increase in AVG
session duration
and a 5.88%
increase in AVG
article clicks.
Case from Testin data.AI: 我最在行
92. A/B Testing Case Study
Design with IOS
style share icon
leads to an 18%
increase in
sharing rate.
Case from Testin data.AI: 墨迹天气
Test version A Test version C
Test version B Test version D
94. Authors
&
Contributors
Follow Fabernovel on WeChat
for in-depth analysis of China
Digital & WeChat trends.
Mariam Ammar
Data Analyst Manager
mariam.ammar@fabernovel.com
Carol Liu
Data Analyst
carol.liu@fabernovel.com
Clement Ledormeur
General Manager, Tech Division
clement.ledormeur@fabernovel.com
Authors
www.asia.fabernovel.com
95. Need to design, build or audit/improve a WeChat Mini Program?
Connect with us!
CONTACT
Mariam Ammar
Data Analyst Manager
mariam.ammar@fabernovel.com
https://www.linkedin.com/in/mariamammar/
Add Mariam on WeChat:
Training &
Upskilling
Data Governance
Master Data
Management
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Assessment
Omnichann
el Customer
View
Data-Driven
Design
Web Analytics
KPI & Reporting
Trend Detection
Price
Optimization
Churn &
Purchase
Probability
Clustering &
Data-driven
Personas
Data
Strategy
Data
Analysis
Data
Science
STRATEGY & MANAGEMENT CONSUMER ACTIVATION
DIGITAL SOLUTIONS
Workforce &
Inventory
Management
Personalization
96. About
FABERNOVEL We are FABERNOVEL,
A key partner of your global transformation
We spark your innovative spirit and
we co-design key initiatives to
make business impact together.
FABERNOVEL is a global innovation agency
supporting multinationals in their China
digitalisation. We bring the thought leadership of a
strategic consultancy, the creativity of a marketing
agency, and the problem-solving strength of a
technology company.
Fabernovel’s team of world-class thinkers, tech
specialists, marketers, designers, and data scientists
are considered pioneers in the field of digital
transformation worldwide to support leaders in the
beauty, luxury, retail and pharma.
SELECTED CLIENTS
Rachel DAYDOU
PARTNER & CHINA GENERAL
MANAGER
rachel.daydou@fabernovel.com
Clement Ledormeur
General Manager, Tech Division
clement.ledormeur@fabernovel.com