Acquisition Project | Reddit Early Scaling in India
📄

Acquisition Project | Reddit Early Scaling in India

It would be safe to assume that in this day and age you would most certainly be living under a rock if you do not know what reddit is. Did you stumble upon this great haven of knowledge and trivia to search for some obscure fact or maybe you used it to find that one bug fix which you could not find the fix for even after spending ages on stack-overflow or maybe you found out about reddit when looking for product reviews, non-solicited financial advice or to look at the advancements in a particular field of your interest. Even if you haven't had any of these moments of discovery chances are you have overheard some teenager or gen-z saying something on the lines of - 'oh I saw it on reddit'.

Reddit has over the years become this one stop shop for no bullshit content. Since the user base is anonymous and the platform does not follow strict censorship on its content there is no bar on the type of information which is being shared. You just have to look at the right places.

The thing that runs reddit is its subreddits or subs in-short. These can be thought of special interest groups which generally cater to a particular idea or a theme. The definition might sound vague but nothing else would do justice to subs. There are subs for anything and everything on this planet, covering benign topics like - books, tv-shows, careers, sports and memes to more risqué topics like gory battle-field videos, actual street-fights and nsfw content.

These subreddits have rich history and tradition attached to the creation, moderation and expected behavior from users. Reddit as a whole has given rise to many sub-cultures and micro-cultures. There are immense number of studies covering almost every way reddit has touched the social fabric. All in all reddit is the place which upholds the core principle of internet - pure information with no strings attached.

In the coming project we will be focusing on the Indian expansion of reddit. We would consider that reddit is in India in an early scaling phase. In reality this statement is not that far from truth, as all the indicators do suggest that reddit is somewhere between mid to late stage early scaling.

Product

It would be doing an injustice to reddit if we put a simple label like aggregator or social media or message board to it. Though each of these aforementioned facets are reflected in reddit. So lets try to break down what this beast really is.

Reddit was primarily served to its community via a website called reddit.com. In its current format reddit is served over two mediums - website and the newly launched app, available on both iOS and Android. There was controversy recently when reddit tried to push its official app by curtailing the third-party apps, each of which had gathered a fervent audience in its own right.

Reddit resembles a social-media product in the sense that it is built around users. Each user has an account, each user has the ability to customize their avatar, message other users and has a content validation system - upvote, downvote and share. Where it significantly departs from other social media is its celebration of anonymity. Further it serves as a platform where users can promote their other social handles, again not something seen on other social-media platforms.

While majority of the subreddits behave as message boards there are certain subreddits which behave aggregators of content as well. The popular subreddits have become a separate class of beasts in their own right and it would be difficult to classify them as message boards and aggregators still.

Reddit is built around Karma - 'fake internet points'. Which the users can earn by posting any type of multimedia content. The upvote and downvote system is something which helps decide the contents ranking. This is what drives the platform. 

Users

This section will go in depth regarding the types of users reddit attracts. To get a general feel of what people in my circles think about reddit, a user survey was conducted and here are the results of the same:


Name

GX Member

Top Insight

Age

Gender

City

Type of User

Occupation

Hobbies

UX Experience

Secondary Features Used

Poster/Lurker

Natural Frequency

Aaikansh

Yes

Used reddit for professional reasons - posted content about low-code/no-code product services in developer communities

30

Male

Mumbai

Opportunistic

Product Manager

N/A

Decent

None

Poster

Monthly, when active. Otherwise 0.

Akash

No

Uses reddit to get a pulse on crypto markets. Memes.

27

Male

Meerut

Power

Analyst

Football, Worldnews, Anime, DoTA

Does not like the new UI at all, hates the official app.

DM

Poster

Daily

Sanyam

No

Uses reddit to browse memes, current affairs, source of awareness.

27

Male

Mumbai

Power

Consultant

Football, F1, Food, Cats, Worldnews.

Likes the official app. Rarely uses the website.

None

Lurker

Daily

Mayank

No

Uses reddit only when someone shares content which is on reddit.

27

Male

Meerut

Occasional

Banker

Cricket, Bollywood, Travel

Decent

None

Lurker

Weekly

Vidushi

Yes

Uses reddit only when some-one shares content which is on reddit.

27

Female

Hyderabad

Occasional

SDE

Fitness, Food, Cycling

Suggested multiple areas of improvement

None

Lurker

Bi-Monthly

Ishita

No

Uses reddit to follow student forums, memes, fashion advice and feel-good content

17

Female

Meerut

Power

Student

Fashion

Likes the official app. Rarely uses the website

Avatar

Poster

Daily


While the table in itself is quite self explanatory in its content it does help us understand a few broad trends -

  • Reddit serves as a source of awareness
  • Reddit is synonymous with memes
  • There is a binary behavior - either it is power usage or it is very rare
  • The UX is generally favored by all the demographics
  • Usage frequency is not corelated with posting frequency

Based on the user research above and observing trends as seen on Indian dominated subreddits we arrive at the following ICPs:


Criteria

ICP 1

ICP 2

ICP 3

Name

Young Adult

Young Turks

Boomers

Demographics

  • Age: 18-22
  • Education: In College
  • Students
  • Age: 22-30
  • Education: Post College Graduates
  • Working Professionals
  • Age: 30+
  • Education: Post College Graduates
  • Working Professionals

Need

To stay aware

  • Stay connected to their hobbies
  • Discover new interest
  • Enhance their hobbies
  • Perfect their hobbies

Behavior

  • Loyal to the platform
  • Extremely vocal in word-of-mouth
  • Interests - Fashion, Education, Memes, Subcultures, Sports
  • High cross platform sharing
  • Vocal in spreading in right circles
  • Interests - Fitness, Careers, Sports, Financial Advice, Travel
  • Small amount of cross platform sharing
  • Non-vocal
  • Interests - Food, Fitness, Special Interest Hobbies like : Gardening, Fermentation, Probiotics etc.

Perceived Value of Brand

Very High

Medium to High

Medium

Marketing Pitch

Trigger the FOMO

Discover the hidden and the best


Frequency of use case

Multiple times daily

Multiple times a week

Multiple times a month

Advertisement Interaction

Medium - Low

Medium - High

Low - Medium

Average Spend on the product

​Minimal, Rare avatar related spending

​Fairly good, Rare avatar related spending but spending appetite on collectibles

None

Value Accessibility to product

Low Resistance, High Accessibility

Medium Resistance, Medium Accessibility

High Resistance, Low Accessibility

Value Experience of the  product

High

Medium - High​

Medium - High


ICP Prioritization

Criteria

Adoption Rate

​Appetite to Pay for Platform Features

Frequency of Use Case​

Advertisement Spend

Usage

ICP 1

High

Medium

High

Low

High

ICP 2

High

High

Medium

High

Medium

ICP 3

Low

Low

Low

Medium

Low


Here are a few conclusions after doing a deep-dive on defining and ranking ICPs -

  • ICP 1 is clear favorite to be pursued as it scores pretty high across all the prioritization metrics
  • ICP 2 should be pursued as they have a good appetite to pay and still do not have a lot of resistance
  • ICP 3 is something that can be tackled in the mature scaling phase, or late early stage scaling.

Market

Though there are almost no direct competitors as a whole to reddit it faces competition in all the segments it caters to. This means that assessing the market is very crucial as a poor understanding of the market can lead to a death by thousand cuts.

Competitor

Domains of Competition

Directedness of Competition

Cross Platform Collaboration Potential

Instagram

Bite Size Videos, Images, GIFs, Text

Medium

Low

4 Chan

Images, GIFs and Text

High

High

Whatsapp

Messaging

Low

Low

Quora

Message Board, Text, QnA

High

Low

X

Bite Size Videos, Images, GIFs, Text

High

High

From the table we can draw the following conclusions -

  • Instagram and X compete with reddit in low attention span content, they also serve as competing source of awareness for a large population which has the potential to be converted to reddit
  • Whatsapp is evaluated as a competitor here, but poses minimal threat
  • Quora is another service which has become synonymous with QnA type content, it poses serious threat to certain sections (subreddits) of reddit
  • 4 Chan is a very marginal community which poses no serious threat



The following table helps us understand the results of our experiments. One extra thing to note is the version of the application, though not directly part of content loops, it will be beneficial to club this experiment here.


Post Subreddit

Version of Application

Type

Share Rate

Click Through Rate

Activate User Percentage

r/totalkalesh

A

meme

High

High

High

r/totalkalesh

B

meme

High

High

High

r/soccer

A

discussion

Medium

Medium

High

r/soccer

B

discussion

Low

Medium

High

r/formula1

A

discussion

Medium

Medium

Medium

r/formula1

B

discussion

Low

Medium

High

r/formula1

A

trivia

Medium

High

High

r/formula1

B

trivia

Low

High

High

r/soccer

A

breaking news

High

High

Low

r/soccer

B

breaking news

High

High

Medium

r/desimeme

A

original content

Low

High

High

r/desimeme

B

original content

Low

High

High

r/fire_india

A

discussion

High

Low

Medium

r/fire_india

B

discussion

Medium

Low

Medium

r/dalal_street

A

statistics

Low

Medium

Medium

r/dalal_street

B

statistics

Low

Medium

High

r/leetcode_india

A

infographic

Low

Medium

Low

r/leetcode_india

B

infographic

Low

Medium

Medium

r/twoxindia

A

trivia

Low

High

Medium

r/twoxindia

B

trivia

Low

High

High

After running the experiments we can conclude the following:

  • Version A leads to more share rate while Version B leads to more Activations - the elements responsible for these upticks should be identified and new experiments should be run with a hybrid version
  • Original content is something which is shared more, discussions and infographics perform poorly in terms of share rate
  • As we saw in case of organic search, memes and original content leads to the most user activation

Assessing Market Potential

Calculating TAM, SAM and SOM

To assess the market potential we will be going via the TAM route. Total Addressable Market is an indicative figure which helps us understand what is the ceiling of our expectations, or simply put how big is the denominator. Given reddit is such a vast collection of information of almost any kind, the TAM is enormous - anyone aged 13 and above, as this is the age limit which reddit adheres to. We shall be restricting the TAM to 45 as there is significant drop off after that. Almost half the population of India falls under 13-45 age bracket - giving us a TAM of ~0.7 Billion people.

Though all of this market is not serviceable with the current design choice of the app. Given the app is only offered in English, this reduces our SAM by a significant margin. We shall be focusing on people who have certain fluency level in English, we shall be going forward with a conservative estimate of 15%. This gives us a SAM of 100 Million.

Going further it would be interesting to find out what is the portion of this market that can be obtain with the current version of the product. It would not be far from the truth to assume that college education will be a very strong indicator for reddit usage as the primary mode of information exchange is via long text walls. Using this information we get another cut into our population size of about 28%.

This finally leaves us with an estimate for our SOM which is around 30 Million. 

Arriving At a Core Value Proposition

Having now arrived at a well defined SOM, it becomes easier for us to draw out the pitch and messaging for the the product. The messaging should highlight what the product can truly mean to our user base and what is it that they might be actually looking out for. For these reasons a simple yet powerful set of words should do the trick - 'The heart of Internet'.

We will further write down a bunch of phrases which will capture the essence of broadly what our messaging will look like and we will draw an inspiration from them while forming the design language of the product.

  • All About Conversations
  • Inherently Eclectic
  • Confidently Ourselves
  • Delightfully Absurd
  • Genuinely Candid


Designing Paid Advertisement Strategy

To attack this problem, we have to first identify the messaging of the advertisements. Going via the billboard route we have two things to keep in mind. Simple and direct messaging. Minimal text. For cities like Mumbai, Delhi and Bangalore where the city subreddits are active and can serve a really good entry point to the platform as a whole.

Here are a few phrases that we will experiment with:

- Reddit, The heart of internet

- city is on r/city (bangalore is on r/bangalore)

We will run the bill board campaign in a very few (not more than five per city) but highly prominent areas.

To understand if the Paid Ads have delivered on user numbers we can run the following analysis. Isolate the user growth number for the city in which we run the campaign prior to the deployment.

To get a fair idea and to compare apples with apples we will calculate the user growth in the following manner:

Growth in Week_i = (Users on Week_i - Users on Week_i-1)/(Users on Week_i-1)

Growth Factor in Current Week = Average(Growth in Week_0, Growth in Week_-1, Growth in Week_-2, Growth in Week_-3)

We will keep monitoring this number and wait for a significant uptick. If an uptick is not registered in the deployment period (say 1 month) we can consider the experiment to be a failure otherwise it will be considered a success.

ICP Targeting

Let us try to examine how the billboard campaign will work-out for the ICPs that we had defined earlier.

Young Adults (Age 18-22)

  • Profile: College students, curious and active online, interested in fashion, memes, subcultures, and sports.
  • Why Billboards Work: These users are often around college areas and city hubs, where billboards can easily catch their attention. The tagline “city is on r/city” (e.g., “Mumbai is on r/Mumbai”) taps into their curiosity and local pride.
  • Expected Impact: Likely to explore the platform, join subreddits, and share their experiences, driving more sign-ups from their circles.

Young Turks (Age 22-30)

  • Profile: Working professionals who are social, connected, and often interested in careers, fitness, travel, and networking.
  • Why Billboards Work: Placing billboards in areas like business districts, cafes, and gyms will reach them during commutes or breaks. Messaging like “city is on r/city” (e.g., “Delhi is on r/Delhi”) appeals to their social and local interests.
  • Expected Impact: Likely to explore and share Reddit within their networks, increasing visibility and organic growth.

Boomers (Age 30+)

  • Profile: Professionals with focused interests, such as food, fitness, and specific hobbies like gardening.
  • Why Billboards Work: Billboards near transit points or business areas provide a non-intrusive way to introduce Reddit. “Reddit, the heart of the internet” speaks to their curiosity about niche communities.
  • Expected Impact: They may not drive high volume but can bring consistent engagement in specific subreddits, with strong loyalty potential.


CAC:LTV

To evaluate the billboard campaign's success, we’ll analyze Customer Acquisition Cost (CAC) and Lifetime Value (LTV) to determine the campaign’s impact and efficiency.

CAC Calculation

Campaign Variables Affecting CAC:

  • Number of Billboards: We’re placing no more than five billboards per city, ensuring visibility in high-traffic areas.
  • Billboard Costs: Total cost will vary based on city, location prominence, and contract duration.
  • Creative and Production Costs: Includes design and content for the ads.
  • Monitoring & Analysis: Any costs associated with tracking, data analysis, and adjustments.

Defining Customer Growth and Acquisition:

  • Growth in Week_i = (Users in Weeki−Users in Weeki−1)/Users in Weeki−1(\text{Users in Week}_i - \text{Users in Week}_{i-1}) / \text{Users in Week}_{i-1}(Users in Weeki​−Users in Weeki−1​)/Users in Weeki−1​
  • Growth Factor in Current Week = Average(Growth in Week_0, Growth in Week_-1, Growth in Week_-2, Growth in Week_-3)

We’ll isolate user growth within each targeted city, comparing growth rates before and after the campaign to assess any uptick in users due to the ads.

Customer Acquisition Cost (CAC):

  • CAC = Total Campaign Cost / Total New Customers Acquired
  • This formula allows us to evaluate the cost-effectiveness of the billboard placements in acquiring new users.

LTV Calculation

Since Reddit’s primary revenue source is advertising, we’ll use user engagement metrics to estimate Lifetime Value (LTV):

Factors to Consider for LTV:

  • Frequency of Visits: Average number of times a user visits Reddit per month.
  • Average Session Length: The average time a user spends on the platform per visit.
  • Ad Load per Session: Number of ads shown per session length.
  • Impressions and CPM: Number of impressions generated per user and the average Cost per Thousand Impressions (CPM) for ad revenue.

Calculating LTV:

  • Monthly Ad Revenue per User = (Average Monthly Visits) x (Average Session Length) x (Ad Load per Session) x (CPM / 1000)
  • Lifetime Value (LTV) = Monthly Ad Revenue per User x Average User Lifetime (in months)

Ratio

Finally, by comparing CAC to LTV, we’ll determine the effectiveness of the billboard campaign. A CAC:LTV ratio less than 1 indicates a profitable campaign, while a higher ratio would suggest that acquisition costs outweigh the lifetime revenue generated. This measure will guide whether the campaign model is sustainable and should be repeated or scaled.

Design of Experiments / Channel Selection

In the case of reddit the idea is to create enough pull. The platform is run by user content, but if there are no users where will we get the content from and hence where will we get the users from? A classic chicken and egg if there were one. So the idea here is to attack the channel selection problem by reversing the process. We start from the platform itself and try to create pull from the content which is on it.

This will help us create experiments across these three channel:

  • Organic
  • Content Loops (In our case it is sharing of content)
  • Paid Ads

Organic

The aim here is to rank well in search engine results. Sticking to the core value proposition and messaging derived from it. We will focus on ranking on the type of content which is reddit-esque.

The only way to create and populate reddit with any type of content is through its subreddits. We will take the following steps to set up the experiment -

  • Select a few subreddits based on our ICPs
  • Create daily reddit posts with varying intents - some informational, some prompting discussion in the comments others purely content consumption
  • Track the funnel: with top being - page link impressions on search engine and bottom being - activated users
  • Activated Users - Those who create an account and do another interaction with the platform within 3 days

We will focus on the implementation details in the Organic Search Section

Content Loops

With content loops we want to drive the traffic to our platform by creating a pull using existing users. Again going via the subreddit route, we will run experiments across two dimensions:

  • Type of content - What is the type of content which is being shared the most?
  • UI/UX - Does tweaking the UI affect share rates?

The design of experiment will comprise of the following steps:

  • Select a few subreddits based on our ICPs
  • Create competing versions of UI with minor tweaks in each
  • Create cohorts where each version of the UI is deployed
  • Create daily reddit posts with varying intents - some informational, some prompting discussion in the comments others purely content consumption
  • Track the funnel: with top being - post impressions to share rate and bottom being - activated users
  • Activated Users - Those who create an account and do another interaction with the platform within 3 days

We will focus on the implementation details in the Content Loops Section

Paid Ads

It is crucial to stay true to the brand messaging and core value proposition while doing paid advertisement. In the history of reddit, it has done only a handful paid ads. That too it has rarely or never run digital advertisements. This messaging is drive the point that reddit is not out there to get users at any cost, they want the users to get a sense of accomplishment having done the work get the feeling of having discovered something unique for themselves.

So keeping in line with this, we will run bill-board campaigns. These campaigns will be run only in Tier 1 cities. The experimentations will be done on the following lines:

  • Select a few bill board locations in a city
  • Establish a baseline trend to user growth in the identified locations
  • Analyze the user growth data to pick out added activity from the paid ads

We will focus on the implementation in the Paid Ads Section



Design of Experiment for Organic Search

First we list down the content strategy which will be decided based on the ICPs

ICP

Identified Subreddits

Type of Posts

Young Adult

r/indiasocial, r/jeeneetards, r/desimemes, r/teens_india, r/aajmainejana, r/cricket, r/formula1, r/fashionadviceindia, r/soccer, r/india, r/indiaspeaks, r/indiansstudy_abroad,

  • Trivia
  • OP asking questions
  • Cross-Posted content from Youtube
  • OG content

Young Turks

r/india, r/indiaspeaks, r/unitedstatesofindia, r/fire_india, r/financialadvice_india, r/dalal_street, r/india_nostalgia, r/twoxindia, r/totalkalesh, r/desimemes, r/formula1, r/cricket, r/soccer, r/indiancooking, r/indiandevs

  • Trivia
  • OP asking questions
  • Polls
  • OG content

Boomers

r/fire_india, r/financialadvice_india, r/dalal_street, r/indiancooking, r/gardeningindia

  • Trivia
  • OP asking questions
  • Polls
  • OG content

Now we will analyze the performance of these posts in terms of funnel numbers

Post Subreddit

Type

Impressions

Click Through Rate

Activate User Percentage

r/desimemes

meme

Low

High

High

r/formula1

discussion

High

Medium

High

r/cricket

discussion

High

Medium

Medium

r/cricket

trivia

Medium

High

High

r/formula1

breaking news

High

High

Low

r/totalkalesh

original content

Low

High

High

r/financialadvice_india

discussion

High

Low

Medium

r/fire_india

statistics

Low

Medium

Medium

r/indiadevs

infographic

Low

Medium

Low

r/aajmainejana

trivia

Low

High

Medium

From the content performance we can conclude the following:

  • Meme content leads to good bottom of the funnel conversions but the top of the funnel is small
  • Discussion content has high top of the funnel numbers and a decent bottom of the funnel conversion
  • Information and discussions is what people come for; Sports and Memes is what people stay for




























































































































Brand focused courses

Great brands aren't built on clicks. They're built on trust. Craft narratives that resonate, campaigns that stand out, and brands that last.

View all courses

All courses

Master every lever of growth — from acquisition to retention, data to events. Pick a course, go deep, and apply it to your business right away.

View all courses

Explore foundations by GrowthX

Built by Leaders From Amazon, CRED, Zepto, Hindustan Unilever, Flipkart, paytm & more

View All Foundations

Crack a new job or a promotion with the Career Centre

Designed for mid-senior & leadership roles across growth, product, marketing, strategy & business

View All Resources

Learning Resources

Browse 500+ case studies, articles & resources the learning resources that you won't find on the internet.

Patience—you’re about to be impressed.