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Coronavirus Impact
on the App Industry
Intelligence & Insights provided by MobileAction
Mustafa Buyukkara
Head of Product
at MobileAction
Fouad Saeidi
CEO
at App Growth Network
Speakers
Mustafa Buyukkara
Head of Product
at MobileAction
Fouad Saeidi
CEO
at App Growth Network
● 7+ years in mobile growth
● 250+ Apps Touched in 50+ Geos
● 2+ years in Data Science
● Helping 300+ App Companies with
their everyday decisions
Our ProjectsOur Partners
Agenda
Section 1
Section 2
Section 3
Section 4
Section 5
Section 6
Global Impact of COVID-19
Impact on the App Industry
Travel
Medical
Food & Drink
Education
Social Networking
Business
Games & Entertainment
Aftermath of COVID-19
Section 7
Section 8
Section 9
Section 10
Section 1 Global Impact of COVID-19
Brief Timeline of Outbreak
Dec 2019
China only
Jan 2020
+ Hong Kong,
Japan, South
Korea,
Taiwan,
Thailand
Feb 2020 Mar 2020
v
April 2020
+ Iran, Italy,
Spain, UK,
Russia...
+ EU,
Turkey,
Mongolia,
Panama...
+ Global
Global Impacts : Graphic One App Projections
From a macro perspective (esports,
events, etc) but for home entertainment
these stats are different
Section 2 Impact on the App Industry
• Popularity score of the keyword “coronavirus” increased from 26 to 65 in 2 months.
• 41 apps are ranking for it with the majority coming from Health & Fitness for Appstore
• Google Play Store banned these keywords and redirecting to WHO
Keyword Trends for “Coronavirus” Keyword
Coronavirus Impact on the App Industry
• Major change of lifestyle steering people to turn to some apps more than others
• Biggest Seasonality of all times for the App Industry
We’ll take a look at apps in 7 key categories:
Travel Medical Food
& Drink
Social
Networking
Business Education
And analyze how they’ve been affected by the coronavirus outbreak starting from the New Year (when
the virus became known to the public) up to now.
Games
Section 3 Travel Category
How Travel Apps Got Affected
• Tourism and travel have been affected negatively
• Let’s take a more in-depth look into two apps in the
travel category to see more detailed insights
Uber Air China
Uber
• Uber, one of the biggest in the
market, was affected by the
consistent spread of the
coronavirus
• Uber was preserving its overall
rank despite the news about the
outbreak.
• On March 13, President Trump
declared a national emergency.
Starting March 14th, overall rank
dropped to as low as 343th
national
emergency
Air China
• Air China’s graphics in China shows a
clear drop in the ranking
• After January 29th, the drop has almost
doubled
COVID-19 news about China in January:
• JAN.11 China reports its first death from
coronavirus
• JAN. 23 The Chinese authorities closed off
Wuhan and suspended travel
• JAN. 31 The Trump Administration restricted
travel from China
Section 4 Medical Category
Rise of Medical Apps: Babylon
Babylon Global
Section 5 Food & Drink Category
Food & Drink and Shopping Apps
• Almost all restaurants and coffee shops were
forced to shut down their regular service
• Many moved to either carry-out or delivery
through 3rd parties
• The rankings of apps offering delivery services
surged
Starbucks Instacart Walmart
Starbucks
• Starbucks, in the US, started being affected negatively by the virus in March. Rankings
dropped from 25th to 229th in 10 days. (March 7 marking 100.000 cases worldwide)
People have different priorities
in their everyday lives because
of growing outbreak
Instacart
• Grocery delivery and pick-up
service is ranking up from 563rd
to 66 in overall and 18th to 2nd
in shopping
Users are turning to delivery
apps more to socially distance
themselves
Walmart
• In March, there’s an increase in both the shopping and overall
ranking categories in the US.
Walmart’s shopping
category ranking
jumped from 27th to
3rd in 12 days
Ritual vs. Skip the Dishes
• Ritual is a popular app for food pick-up service in Canada and seems to be slowly
declining (drop from 333 to 355 in USA) as people are more likely to cook at home.
• Skip the Dishes is experiencing the same patterns, but increased in overall ratings by 22 positions,
likely due to its food delivery offering.
Section 6 Education Category
How Education Apps Got Affected
• People stay home to self-quarantine but
keeping education going is a top priority
• Google Classroom is now the top app in the
education category
• App has made a jump from #314 to #5 overall
in the past 10 days alone (from #783 to #5
since New Year)
• Some schools announced they were closing in
the first half of March by local decision of the
states and as of March 19th, 41 states decided
to close schools
Google Classroom
• Here’s South Korea, another
country that was hit hard by the
virus very early on
• We see an even sharper rise in
the numbers for Google
Classroom in Korea, as schools
have been closed since the last
week of February
Google Classroom
• In Europe, we see a sharp rise for Italy
• Rankings skyrocketed after the 23rd of February, becoming # 1 in the education (and # 3 overall)
Italy had its first case
on February 20th.
Ding Talk
• Chinese education app, that a lot of
schools opted in to using, came under fire
from students who didn’t want to do their
homework
• Students managed to spam enough 1-
star reviews to get a 4.9 rating to go
down to 2.0 in a matter of days, getting
it removed from the app store
• But the app was quickly back on the app
store with a better ranking
LingoKids
● Rankings of Lingokids jumped on March 14th, right after national emergency
was declared in the US.
Section 7 Social Networking Category
On the rise: Houseparty
Houseparty
• Houseparty: Snapchat like video-call & social networking app
• Italy went into nationwide quarantine in March 9th.
• Houseparty’s ranking spiked in Italy starting March 13th, jumping from 1,492nd overall to 1st in
both social networking and overall.
Visibility Analysis of Houseparty & Skype
The map taken from MobileAction’s Visibility Report feature
• Houseparty has become more visible in Spain since March 18th.
MARCH 17 - The E.U. bars most
travelers from outside the bloc
for 30 days.
Visibility Analysis of Houseparty & Skype
• Houseparty and Skype are 1st and 2nd in Italy’s Social Networking Top Charts as of March
24th.
The map taken from MobileAction’s Visibility Report feature
Family Tracking
• Life360 is losing its visibility in the store since all the children are staying at home.
DAU’s in US
Dating
● Social distancing means more people stay home and have no intention of
meeting new people
● Dating apps mitigate this by
encouraging messaging,
maintaining relationships
and making some features
free to retain users, like
Bumble Community Grants
Section 8 Business Category
How Business Networking Apps Got Affected
• A lot of businesses have been switching to remote to ensure their employees’ safety
• Rise in apps that support working from home like Zoom continue trending in both the App Store
and Google Trends
Zoom
• Zoom continued rising after Feb 23rd on the App Store, which is when coronavirus
made its way to Italy
● While it ranked 869th
in the overall and 12th
in the business
category, it became # 1
in business and # 2 in
overall on March 17th.
Global Impacts : Online work
• Zoom and Slack are in the top 10, as work and education move online
across countries
Top Free Apps Business US
Slack - Italy
Slack - US
● 100% growth in Slack
daily downloads in both
US & Italy in 3 weeks
Remote Work - Slack
Remote Work - Asana
● Significant download growth in Spain
Asana - Spain
Remote Work - Wavely
● The number of new job seekers has significantly increased due to the COVID19 layoffs, leading to
an increased demand for job search apps.
● Despite the low hiring rate, apps like Wavely, that allow chatting with hiring managers online, are
slowly growing in popularity.
Cisco Webex Meeting
• Cisco Webex Daily Active Users
Section 9 Games & Entertainment
● No significant trend drivers - games that already had
big user base have a good increase in daily active
users, showing possibility to increase revenue
● Top-grossing games are still Battle Royale and classic
casual games
● Corona-themed games are banned, but infection
spreading-themed games see an uptick (exception
China)
● This is a great opportunity to test engagement
strategies, provide offerings to users and make sure
users are retained
Games
China – Gaming Search Trends
China (Surge in Gaming)
• % of active users daily for Mahjong and Game For Peace
(by Tencent), increased 109% and 44%, respectively,
between January and February.
• Other games by Tencent such as Honor of Kings, Happy
Poker, and QQ Speed also saw a 20% surge in their usage
in the two-month period.
• Daily active users of Werewolves of Miller’s Hollow (by
Netease) has more than doubled in China since December.
• Overall entertainment apps’ downloads don’t show any particular trend
• But some key players like Netflix show an increased user base
• This also comes with concerns over streaming too much data, reports that EU cellular network is being
strained, YouTube reports similar problem → do we need more infrastructure? 5G?
Quarantine time
downloads
peaked higher
than Christmas
rate
Entertainment
News Break Downloads March 2020
https://quicknews.ai/pandemic.html
News Apps
• News apps are in high demand
• CNN saw a sharp 2000% increase in daily downloads in mid-March
• Even smaller, less-known apps like News Break or Quick News - that provide a
more personalized news feed - felt a bump
Section 10 Aftermath of COVID-19)
Overall Analysis
• Our analysis shows that apps in certain
categories have been losing their
popularity as expected, such as travel.
• People are likely to spend more time on
games, on-demand TV apps, social
networking, and video call apps.
• As Gyms are closed in countries, there might
be a rise in categories such as health,
fitness & medical as there is in education
and business right now.
Outcomes
• WFH trend is being adapted faster in many
countries.
• Technology adoption has become easier
and faster for seniors.
• Emissions from planet heating gas has
fallen significantly.
• A lot more time for us to think and reflect
about the life.
Giveaways
Redeem your free access for any
intelligence product of MobileAction !
Contact us at
info@mobileaction.co Or
hello@appgrowthnetwork.com
Use code:
STAYSAFE-20
Deadline: April 10th
Free market trends audit with
APP Growth Network !
+
Thank you!
Intelligence & Insights provided by MobileAction
Mustafa Buyukkara
Head of Product
at MobileAction
Fouad Saeidi
CEO
at App Growth Network
Coronavirus Impact
on the App Industry

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Coronavirus Impact on the App Industry

  • 1. Coronavirus Impact on the App Industry Intelligence & Insights provided by MobileAction Mustafa Buyukkara Head of Product at MobileAction Fouad Saeidi CEO at App Growth Network
  • 2. Speakers Mustafa Buyukkara Head of Product at MobileAction Fouad Saeidi CEO at App Growth Network ● 7+ years in mobile growth ● 250+ Apps Touched in 50+ Geos ● 2+ years in Data Science ● Helping 300+ App Companies with their everyday decisions Our ProjectsOur Partners
  • 3. Agenda Section 1 Section 2 Section 3 Section 4 Section 5 Section 6 Global Impact of COVID-19 Impact on the App Industry Travel Medical Food & Drink Education Social Networking Business Games & Entertainment Aftermath of COVID-19 Section 7 Section 8 Section 9 Section 10
  • 4. Section 1 Global Impact of COVID-19
  • 5. Brief Timeline of Outbreak Dec 2019 China only Jan 2020 + Hong Kong, Japan, South Korea, Taiwan, Thailand Feb 2020 Mar 2020 v April 2020 + Iran, Italy, Spain, UK, Russia... + EU, Turkey, Mongolia, Panama... + Global
  • 6. Global Impacts : Graphic One App Projections From a macro perspective (esports, events, etc) but for home entertainment these stats are different
  • 7. Section 2 Impact on the App Industry
  • 8. • Popularity score of the keyword “coronavirus” increased from 26 to 65 in 2 months. • 41 apps are ranking for it with the majority coming from Health & Fitness for Appstore • Google Play Store banned these keywords and redirecting to WHO Keyword Trends for “Coronavirus” Keyword
  • 9. Coronavirus Impact on the App Industry • Major change of lifestyle steering people to turn to some apps more than others • Biggest Seasonality of all times for the App Industry We’ll take a look at apps in 7 key categories: Travel Medical Food & Drink Social Networking Business Education And analyze how they’ve been affected by the coronavirus outbreak starting from the New Year (when the virus became known to the public) up to now. Games
  • 10. Section 3 Travel Category
  • 11. How Travel Apps Got Affected • Tourism and travel have been affected negatively • Let’s take a more in-depth look into two apps in the travel category to see more detailed insights Uber Air China
  • 12. Uber • Uber, one of the biggest in the market, was affected by the consistent spread of the coronavirus • Uber was preserving its overall rank despite the news about the outbreak. • On March 13, President Trump declared a national emergency. Starting March 14th, overall rank dropped to as low as 343th national emergency
  • 13. Air China • Air China’s graphics in China shows a clear drop in the ranking • After January 29th, the drop has almost doubled COVID-19 news about China in January: • JAN.11 China reports its first death from coronavirus • JAN. 23 The Chinese authorities closed off Wuhan and suspended travel • JAN. 31 The Trump Administration restricted travel from China
  • 14. Section 4 Medical Category
  • 15. Rise of Medical Apps: Babylon
  • 17. Section 5 Food & Drink Category
  • 18. Food & Drink and Shopping Apps • Almost all restaurants and coffee shops were forced to shut down their regular service • Many moved to either carry-out or delivery through 3rd parties • The rankings of apps offering delivery services surged Starbucks Instacart Walmart
  • 19. Starbucks • Starbucks, in the US, started being affected negatively by the virus in March. Rankings dropped from 25th to 229th in 10 days. (March 7 marking 100.000 cases worldwide) People have different priorities in their everyday lives because of growing outbreak
  • 20. Instacart • Grocery delivery and pick-up service is ranking up from 563rd to 66 in overall and 18th to 2nd in shopping Users are turning to delivery apps more to socially distance themselves
  • 21. Walmart • In March, there’s an increase in both the shopping and overall ranking categories in the US. Walmart’s shopping category ranking jumped from 27th to 3rd in 12 days
  • 22. Ritual vs. Skip the Dishes • Ritual is a popular app for food pick-up service in Canada and seems to be slowly declining (drop from 333 to 355 in USA) as people are more likely to cook at home. • Skip the Dishes is experiencing the same patterns, but increased in overall ratings by 22 positions, likely due to its food delivery offering.
  • 24. How Education Apps Got Affected • People stay home to self-quarantine but keeping education going is a top priority • Google Classroom is now the top app in the education category • App has made a jump from #314 to #5 overall in the past 10 days alone (from #783 to #5 since New Year) • Some schools announced they were closing in the first half of March by local decision of the states and as of March 19th, 41 states decided to close schools
  • 25. Google Classroom • Here’s South Korea, another country that was hit hard by the virus very early on • We see an even sharper rise in the numbers for Google Classroom in Korea, as schools have been closed since the last week of February
  • 26. Google Classroom • In Europe, we see a sharp rise for Italy • Rankings skyrocketed after the 23rd of February, becoming # 1 in the education (and # 3 overall) Italy had its first case on February 20th.
  • 27. Ding Talk • Chinese education app, that a lot of schools opted in to using, came under fire from students who didn’t want to do their homework • Students managed to spam enough 1- star reviews to get a 4.9 rating to go down to 2.0 in a matter of days, getting it removed from the app store • But the app was quickly back on the app store with a better ranking
  • 28. LingoKids ● Rankings of Lingokids jumped on March 14th, right after national emergency was declared in the US.
  • 29. Section 7 Social Networking Category
  • 30. On the rise: Houseparty Houseparty • Houseparty: Snapchat like video-call & social networking app • Italy went into nationwide quarantine in March 9th. • Houseparty’s ranking spiked in Italy starting March 13th, jumping from 1,492nd overall to 1st in both social networking and overall.
  • 31. Visibility Analysis of Houseparty & Skype The map taken from MobileAction’s Visibility Report feature • Houseparty has become more visible in Spain since March 18th. MARCH 17 - The E.U. bars most travelers from outside the bloc for 30 days.
  • 32. Visibility Analysis of Houseparty & Skype • Houseparty and Skype are 1st and 2nd in Italy’s Social Networking Top Charts as of March 24th. The map taken from MobileAction’s Visibility Report feature
  • 33. Family Tracking • Life360 is losing its visibility in the store since all the children are staying at home.
  • 34. DAU’s in US Dating ● Social distancing means more people stay home and have no intention of meeting new people ● Dating apps mitigate this by encouraging messaging, maintaining relationships and making some features free to retain users, like Bumble Community Grants
  • 35. Section 8 Business Category
  • 36. How Business Networking Apps Got Affected • A lot of businesses have been switching to remote to ensure their employees’ safety • Rise in apps that support working from home like Zoom continue trending in both the App Store and Google Trends
  • 37. Zoom • Zoom continued rising after Feb 23rd on the App Store, which is when coronavirus made its way to Italy ● While it ranked 869th in the overall and 12th in the business category, it became # 1 in business and # 2 in overall on March 17th.
  • 38. Global Impacts : Online work • Zoom and Slack are in the top 10, as work and education move online across countries Top Free Apps Business US
  • 39. Slack - Italy Slack - US ● 100% growth in Slack daily downloads in both US & Italy in 3 weeks Remote Work - Slack
  • 40. Remote Work - Asana ● Significant download growth in Spain Asana - Spain
  • 41. Remote Work - Wavely ● The number of new job seekers has significantly increased due to the COVID19 layoffs, leading to an increased demand for job search apps. ● Despite the low hiring rate, apps like Wavely, that allow chatting with hiring managers online, are slowly growing in popularity.
  • 42. Cisco Webex Meeting • Cisco Webex Daily Active Users
  • 43. Section 9 Games & Entertainment
  • 44. ● No significant trend drivers - games that already had big user base have a good increase in daily active users, showing possibility to increase revenue ● Top-grossing games are still Battle Royale and classic casual games ● Corona-themed games are banned, but infection spreading-themed games see an uptick (exception China) ● This is a great opportunity to test engagement strategies, provide offerings to users and make sure users are retained Games
  • 45. China – Gaming Search Trends China (Surge in Gaming) • % of active users daily for Mahjong and Game For Peace (by Tencent), increased 109% and 44%, respectively, between January and February. • Other games by Tencent such as Honor of Kings, Happy Poker, and QQ Speed also saw a 20% surge in their usage in the two-month period. • Daily active users of Werewolves of Miller’s Hollow (by Netease) has more than doubled in China since December.
  • 46. • Overall entertainment apps’ downloads don’t show any particular trend • But some key players like Netflix show an increased user base • This also comes with concerns over streaming too much data, reports that EU cellular network is being strained, YouTube reports similar problem → do we need more infrastructure? 5G? Quarantine time downloads peaked higher than Christmas rate Entertainment
  • 47. News Break Downloads March 2020 https://quicknews.ai/pandemic.html News Apps • News apps are in high demand • CNN saw a sharp 2000% increase in daily downloads in mid-March • Even smaller, less-known apps like News Break or Quick News - that provide a more personalized news feed - felt a bump
  • 48. Section 10 Aftermath of COVID-19)
  • 49. Overall Analysis • Our analysis shows that apps in certain categories have been losing their popularity as expected, such as travel. • People are likely to spend more time on games, on-demand TV apps, social networking, and video call apps. • As Gyms are closed in countries, there might be a rise in categories such as health, fitness & medical as there is in education and business right now.
  • 50. Outcomes • WFH trend is being adapted faster in many countries. • Technology adoption has become easier and faster for seniors. • Emissions from planet heating gas has fallen significantly. • A lot more time for us to think and reflect about the life.
  • 51. Giveaways Redeem your free access for any intelligence product of MobileAction ! Contact us at info@mobileaction.co Or hello@appgrowthnetwork.com Use code: STAYSAFE-20 Deadline: April 10th Free market trends audit with APP Growth Network ! +
  • 52. Thank you! Intelligence & Insights provided by MobileAction Mustafa Buyukkara Head of Product at MobileAction Fouad Saeidi CEO at App Growth Network Coronavirus Impact on the App Industry

Editor's Notes

  1. Link to AGN business Deck and website https://docs.google.com/presentation/d/16xrzJHbFwdxfGkQ2zisGvwl5WU2PbOJzUGmcEGHZdO0/edit#slide=id.g7d279f672c_0_9 ; https://appgrowthnetwork.com/about/
  2. For the keywords “corona” and “virus”, we see very distinctive category distribution. Similar to the “coronavirus” keyword, for “corona”, Medical (30%) and Health & Fitness (13%) apps got the most share, but we also see an addition of Games category. As for the “virus”, the Games category got the highest percentage. And as we mentioned in our post about Reviews, Plague Inc. is the game ranking at the very top for that keyword.
  3. Coronavirus has been spreading more and more each day and affecting thousands of people around the world. Starting from Wuhan, China and causing havoc in the world it has now become a global threat to humankind and a shared problem of the world. As it is affecting more individuals and families and as more people are socially isolating themselves, they are turning to mobile apps to continue on with their work, school, and necessities to keep them going during their time of quarantine. This change of lifestyle is pushing people to turn to some apps more than others. And this has been causing a significant increase and in some cases a decrease in the category rankings with a number of different apps. We have looked into a couple of apps in 6 different main categories: travel, shopping, food & drink, social networking, business and education And tried to find out how they have been affected amid the coronavirus outbreak, starting from New Years, when the virus became known to the public, up until now.
  4. One of the main categories affected by the virus is travel, unsurprisingly. As we all expected, tourism has been affected negatively and travel all around the world has been getting decreased and even suspended. We have looked more in-depth into two apps in the travel category, to see a more detailed insight. With our data, we can analyze the effects on these apps hassle-free.
  5. We have turned to our App Intelligence tool and looked at Category rankings to see how Uber, one of the biggest travel apps in the market, was affected by the consistent spread of the coronavirus. Uber’s rank in the travel category was fluctuating between 1st and 2nd. And it seems to be preserving its rank despite the hardships the travel category facing. however, when we look into the ranking graph in the overall section we can see a clear drop. It ranked 17th in the overall section at the start of the New Year, when the virus was just becoming known to the public. But as the virus spread more over time, we can see that as we’re writing this, on March 17th Uber ranks 84th in the overall ranking. This situation tells us that while Uber might be an all-time favorite travel app, the overall drop with the recent events regarding the virus shows that people have put it on the back burner.
  6. When we look at Air China’s (one of the biggest airlines in China) graphics in China, we can see a clear drop in the ranking, especially after January 29th, their drop in the ranking has almost doubled.
  7. Another app in the shopping category, Instacart, used for grocery delivery and pick-up service seems to be ranking up, making a significant jump from 563rd to 66 in overall and 18th to 2nd in shopping.
  8. Workplaces and schools are closing across America and citizens are asked to stay home to self-quarantine. But this doesn’t mean education stops. Schools around the world have been taking precautionary measures with expanding spring break but also doing online classes and assignments, and in March this has been seen more often in the US too. Google Classroom is now the top app in the education category when we look at Category Rankings from our App Intelligence tool, and it has been climbing up the charts by a lot in the overall category too, making a jump from 314 to 5 in the past 10 days alone, and since the New Year from 783 to 5.
  9. The US isn’t the only country to take measures of course. When we look at South Korea for instance, which is another country that has been hit hard by the virus very early on, we see an even sharper rise in the numbers for Google Classroom in Korea.
  10. When we look at Europe, we see a sharp rise for Italy. This is not a surprise for us as it has been one of the countries which got the hardest blow during this outbreak.As Italy has gone from having only a few cases to having not only thousand of its people infected but unfortunately dying from the disease, the urgent measures taken can be seen through data like this one. Italy had its first case on February 20th and we can see that Google Classroom’s rankings rocketed after the 23rd of February, becoming number 1 in the education category and number 3 overall. If you would like to check out how other countries are doing, you can see this information and more through our App Intelligence tool.
  11. Let us share an interesting graph with you. Houseparty, which is a social networking app, shows significant and sudden rise in rankings in Italy. While it was at 1492nd overall it ranks 1st in social networking and overall as of March 13th. This is no wonder as the whole country is under quarantine and in today’s day and age the fastest and easiest way to connect with each other is through apps like this one. Unsurprising, as Italians are socialabile in real or in cyber. :)
  12. Let us share an interesting graph with you. Houseparty, which is a social networking app, shows significant and sudden rise in rankings in Italy. While it was at 1492nd overall it ranks 1st in social networking and overall as of March 13th. This is no wonder as the whole country is under quarantine and in todays day and age the fastest and easiest way to connect with each other is through apps like this one. Unsurprising, as Italians are socialabile in real or in cyber. :)
  13. A lot of businesses have been switching to remote for the time being to ensure their employees’ safety by decreasing their social interaction. This can be seen when we look at our data too.There’s a clear rise in apps that support working from home like Zoom, which is trending in both the App Store and Google Trends. Zoom is an app that lets you do video or audio conferences while being able to share your screen with your co-workers, so, it is no wonder it has become a top app since the coronavirus outbreak reached its peak.
  14. Like with Google Classrooms, Zoom has seen a rise after February 23rd on the App Store, when coronavirus made its way to Italy. While it ranked 869th in the overall and 12th in the business category, it is number 1 in business and number 2 in overall on March 17th.
  15. We’re giving free access for any intel product you want. All you need to do is to reach us at info@mobileaction.co with the code “STAYSAFE-20” This is an exclusive offer for all the attendees of this webinar