GITNUXREPORT 2026

Social Media Advertising Statistics

Social media advertising is booming globally with strong spending growth across all platforms.

Min-ji Park

Min-ji Park

Research Analyst focused on sustainability and consumer trends.

First published: Feb 13, 2026

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Key Statistics

Statistic 1

Average engagement rate for Instagram posts is 0.50% across industries in 2023.

Statistic 2

Facebook posts see 0.11% engagement rate on average for brands in 2023.

Statistic 3

TikTok videos average 5.25% engagement rate for top-performing brands.

Statistic 4

LinkedIn posts have 0.41% engagement rate for organic B2B content.

Statistic 5

YouTube Shorts engagement is 4.6% higher than long-form videos.

Statistic 6

Snapchat Stories achieve 10x higher view rates than standard snaps.

Statistic 7

Pinterest Pins have 0.22% click-through rate on promoted content.

Statistic 8

Twitter (X) impressions per post averaged 2,500 for brands in 2023.

Statistic 9

Facebook video ads get 10% more interactions than image ads.

Statistic 10

Instagram Reels boost reach by 20% compared to standard feed posts.

Statistic 11

TikTok duets increase engagement by 35% for participating creators.

Statistic 12

LinkedIn comments per post average 2.5 for high-engagement B2B.

Statistic 13

67% of social media marketers report higher engagement with video content.

Statistic 14

User-generated content on Instagram yields 28% higher engagement.

Statistic 15

Live videos on Facebook see 6x more interactions than regular videos.

Statistic 16

Facebook Reels engagement up 25% YoY for pages.

Statistic 17

TikTok average watch time per video 10 seconds for ads.

Statistic 18

LinkedIn polls get 70% higher engagement than posts.

Statistic 19

YouTube comments increase video ranking, 15% lift.

Statistic 20

Snapchat lenses used by 200 million daily, interactive ads.

Statistic 21

Pinterest saves signal 23% purchase intent.

Statistic 22

X replies drive 3x conversation growth for ads.

Statistic 23

Instagram UGC posts 4x engagement over branded.

Statistic 24

Facebook Groups boost member engagement 2x with ads.

Statistic 25

TikTok challenges participate rate 12% higher engagement.

Statistic 26

Social proof in ads increases CTR by 15% average.

Statistic 27

Live shopping on Instagram converts 30% of viewers.

Statistic 28

Global social media advertising spend reached $207 billion in 2023, up 10.5% from $187.4 billion in 2022.

Statistic 29

U.S. social media ad spend is projected to hit $81.17 billion in 2024, representing 25.9% of total digital ad spend.

Statistic 30

Social media ad spending worldwide is expected to grow to $247.2 billion by 2026 at a CAGR of 8.6% from 2023.

Statistic 31

In 2023, retail sector accounted for 24% of total social media ad spend globally, totaling around $49.7 billion.

Statistic 32

Asia-Pacific region led social media ad spend with $88.4 billion in 2023, comprising 43% of global total.

Statistic 33

Social media captured 22.4% of total global ad spend in 2023, surpassing search advertising's share.

Statistic 34

Facebook ad revenue grew 16% YoY to $113.6 billion in 2023, driving Meta's total ad income.

Statistic 35

TikTok's global ad revenue hit $18 billion in 2023, a 50% increase from previous year.

Statistic 36

Instagram ad spend in the U.S. reached $28.5 billion in 2023, up 18% YoY.

Statistic 37

Snapchat's ad revenue worldwide was $4.6 billion in 2023, with 10% growth.

Statistic 38

LinkedIn ad revenue grew to $15.1 billion in 2023, fueled by B2B advertising.

Statistic 39

Pinterest ad revenue increased 18% to $3.06 billion in 2023 globally.

Statistic 40

Twitter (X) ad revenue fell 40% to $2.5 billion in 2023 amid platform changes.

Statistic 41

YouTube ad revenue hit $31.5 billion in 2023, up 8% YoY.

Statistic 42

Social media ad spend in Europe reached $38.2 billion in 2023, growing 12%.

Statistic 43

E-commerce brands allocated 35% of their digital ad budgets to social media in 2023.

Statistic 44

Programmatic social ad buying accounted for 72% of social media ad spend in 2023.

Statistic 45

Social commerce ad spend globally is forecasted to reach $1.2 trillion by 2025.

Statistic 46

Influencer marketing spend on social media hit $21.1 billion worldwide in 2023.

Statistic 47

Video ads comprised 60% of total social media ad spend in 2023 globally.

Statistic 48

Global social media ad spend to grow 9.5% annually through 2027.

Statistic 49

U.S. social ad market share will reach 28% of total ad spend by 2025.

Statistic 50

China's social media ad spend hit $120 billion in 2023, leading globally.

Statistic 51

Gaming industry social ad spend grew 25% to $15 billion in 2023.

Statistic 52

Social media video ad spend projected at $100 billion by 2024.

Statistic 53

Meta's ad revenue share of social was 54% globally in 2023.

Statistic 54

ByteDance (TikTok) ad revenue to surpass $30 billion in 2024.

Statistic 55

Amazon's social ad integration spend reached $5 billion in 2023.

Statistic 56

Twitter ad platform recovery projected to $4.5 billion by 2025.

Statistic 57

Reddit's ad revenue jumped 40% to $804 million in 2023.

Statistic 58

WhatsApp Business ads generated $1 billion revenue in first year 2023.

Statistic 59

Threads app ad potential valued at $8 billion opportunity in 2024.

Statistic 60

Facebook's average CPC for social ads was $0.97 in Q4 2023.

Statistic 61

Instagram ads had an average CTR of 0.78% across industries in 2023.

Statistic 62

TikTok ads achieved an average CVR of 1.25% in e-commerce campaigns in 2023.

Statistic 63

LinkedIn ads had the highest CPC at $6.59 for lead gen in B2B 2023.

Statistic 64

YouTube TrueView ads averaged 0.65% CTR in 2023 across verticals.

Statistic 65

Snapchat AR ads saw 25% higher engagement than standard image ads in 2023.

Statistic 66

Pinterest Promoted Pins had a 0.45% CTR and $1.50 CPA in 2023.

Statistic 67

Twitter (X) ads averaged 0.86% CTR for promoted tweets in 2023.

Statistic 68

Facebook Carousel ads outperformed single image ads by 10x in engagement on Instagram in 2023.

Statistic 69

TikTok Spark Ads had 28% higher ROAS than standard in-feed ads in 2023 tests.

Statistic 70

LinkedIn Sponsored Content CTR was 0.44% for B2B audiences in 2023.

Statistic 71

Facebook Messenger ads CPC averaged $1.20 in Q1 2024.

Statistic 72

Instagram Stories ads have 0.42% swipe-up rate average.

Statistic 73

TikTok In-Feed ads CPM is $10.35 for U.S. advertisers in 2023.

Statistic 74

LinkedIn Video Ads CTR at 0.52% for thought leadership.

Statistic 75

YouTube Bumper ads achieve 5.5% view-through rate.

Statistic 76

Snapchat Dynamic Shopping ads boost purchase rates by 15%.

Statistic 77

Pinterest Video Pins engagement 2.3x higher than static.

Statistic 78

Facebook Lead Ads conversion rate 10-15% for forms.

Statistic 79

TikTok TopView ads recall 25% higher than competitors.

Statistic 80

LinkedIn Message Ads open rate 54% for personalized.

Statistic 81

70% of YouTube watch time from mobile devices for ads.

Statistic 82

X (Twitter) Carousel ads CTR 1.2% in e-commerce., category: Platform Performance

Statistic 83

Social media ads generate 3x more leads than traditional search ads.

Statistic 84

Brands see average ROAS of 4.2x from Facebook ads in e-commerce.

Statistic 85

78% of marketers say social media ads increase brand awareness effectively.

Statistic 86

Average CPA for Instagram ads is $5.23 across retail in 2023.

Statistic 87

TikTok ads deliver 1.5x higher ROAS for CPG brands vs. TV.

Statistic 88

LinkedIn ads have 2x ROI for B2B lead generation compared to Google.

Statistic 89

64% of consumers make purchases after viewing brand social ads.

Statistic 90

Snapchat ads achieve 1.7x better ROAS for direct response campaigns.

Statistic 91

Pinterest ads convert at 3x the rate of other social platforms for retail.

Statistic 92

Twitter (X) conversational ads boost purchase intent by 30%.

Statistic 93

YouTube ads increase purchase lift by 20% for upper-funnel awareness.

Statistic 94

Social ads attribution shows 35% of conversions from cross-platform journeys.

Statistic 95

52% of marketers measure ROI via revenue attribution on social.

Statistic 96

Retargeting ads on Facebook yield 3x higher conversion rates.

Statistic 97

Influencer social campaigns deliver 11x ROI vs. traditional display.

Statistic 98

Average social media ROAS is 5.78 for top performers.

Statistic 99

96% of social sellers report sales growth from platforms.

Statistic 100

Retargeted social ads ROI 150% higher than cold.

Statistic 101

B2C brands get 2.5x ROAS from TikTok vs. Facebook.

Statistic 102

LinkedIn 80% of B2B leads from social come here.

Statistic 103

Video ads on social yield 66% lower CPA than images.

Statistic 104

76% of consumers influenced by social ads for purchases.

Statistic 105

Pinterest shoppable pins 7x ROI for visual retail.

Statistic 106

Snapchat geofilter campaigns ROI 4x event attendance.

Statistic 107

X promoted trends lift brand recall 42%.

Statistic 108

62% of Gen Z internet users aged 16-24 use TikTok, making it prime for youth-targeted ads.

Statistic 109

82.3% of U.S. adults aged 18-29 use Facebook, highest penetration among young adults.

Statistic 110

Women represent 57% of Instagram's global monthly active users as of 2023.

Statistic 111

40% of LinkedIn users are aged 25-34, the largest professional demographic group.

Statistic 112

Snapchat has 75% of 13-24 year olds in the U.S. as daily users in 2023.

Statistic 113

Pinterest users are 76% female globally, with strong millennial representation.

Statistic 114

Twitter (X) has 38.5% of users aged 25-49 in the U.S., skewed professional.

Statistic 115

YouTube reaches 90% of global 18-24 year olds weekly for ad exposure.

Statistic 116

58% of Instagram users are under 35 years old worldwide in 2023.

Statistic 117

Facebook's largest user group is 25-34 year olds at 31.1% globally.

Statistic 118

TikTok's U.S. user base is 60% female, with high Gen Z (41%) share.

Statistic 119

LinkedIn has 170 million female users globally, 49% of total in 2023.

Statistic 120

65% of Pinterest users have children, family-oriented demographic.

Statistic 121

Snapchat's global users aged 18-24 comprise 37% of total base in 2023.

Statistic 122

93% of Facebook users are mobile-only, impacting ad formats.

Statistic 123

Instagram has 1.4 billion users aged 18+, with 70% in emerging markets.

Statistic 124

45% of YouTube ad viewers are parents, key family targeting demo.

Statistic 125

56% of Facebook users are 25-44 years old, core working age.

Statistic 126

TikTok has 49% male and 51% female users globally balanced.

Statistic 127

29% of LinkedIn users are college graduates, high education demo.

Statistic 128

Snapchat 75% monthly reach among U.S. teens 13-17.

Statistic 129

Pinterest 80% of users discover new brands via platform.

Statistic 130

X (Twitter) 21% users over 50, growing senior segment.

Statistic 131

YouTube 2.5 billion monthly users, 81% daily video viewers.

Statistic 132

Instagram 32% users aged 25-34 in U.S., professional millennials.

Statistic 133

Facebook 69% female users in India, emerging market skew.

Statistic 134

TikTok 62% of users open app daily multiple times.

Statistic 135

LinkedIn 57% users outside U.S., international B2B focus.

Statistic 136

40% of Snapchat users are Gen Z, high disposable income potential.

Statistic 137

Instagram Stories viewed by 500 million daily, ad prime time.

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With global social media ad spending soaring past $200 billion and reshaping how the world shops, connects, and decides, the statistics reveal a marketing revolution that no brand can afford to ignore.

Key Takeaways

  • Global social media advertising spend reached $207 billion in 2023, up 10.5% from $187.4 billion in 2022.
  • U.S. social media ad spend is projected to hit $81.17 billion in 2024, representing 25.9% of total digital ad spend.
  • Social media ad spending worldwide is expected to grow to $247.2 billion by 2026 at a CAGR of 8.6% from 2023.
  • Facebook's average CPC for social ads was $0.97 in Q4 2023.
  • Instagram ads had an average CTR of 0.78% across industries in 2023.
  • TikTok ads achieved an average CVR of 1.25% in e-commerce campaigns in 2023.
  • 62% of Gen Z internet users aged 16-24 use TikTok, making it prime for youth-targeted ads.
  • 82.3% of U.S. adults aged 18-29 use Facebook, highest penetration among young adults.
  • Women represent 57% of Instagram's global monthly active users as of 2023.
  • Average engagement rate for Instagram posts is 0.50% across industries in 2023.
  • Facebook posts see 0.11% engagement rate on average for brands in 2023.
  • TikTok videos average 5.25% engagement rate for top-performing brands.
  • Social media ads generate 3x more leads than traditional search ads.
  • Brands see average ROAS of 4.2x from Facebook ads in e-commerce.
  • 78% of marketers say social media ads increase brand awareness effectively.

Social media advertising is booming globally with strong spending growth across all platforms.

Engagement Metrics

  • Average engagement rate for Instagram posts is 0.50% across industries in 2023.
  • Facebook posts see 0.11% engagement rate on average for brands in 2023.
  • TikTok videos average 5.25% engagement rate for top-performing brands.
  • LinkedIn posts have 0.41% engagement rate for organic B2B content.
  • YouTube Shorts engagement is 4.6% higher than long-form videos.
  • Snapchat Stories achieve 10x higher view rates than standard snaps.
  • Pinterest Pins have 0.22% click-through rate on promoted content.
  • Twitter (X) impressions per post averaged 2,500 for brands in 2023.
  • Facebook video ads get 10% more interactions than image ads.
  • Instagram Reels boost reach by 20% compared to standard feed posts.
  • TikTok duets increase engagement by 35% for participating creators.
  • LinkedIn comments per post average 2.5 for high-engagement B2B.
  • 67% of social media marketers report higher engagement with video content.
  • User-generated content on Instagram yields 28% higher engagement.
  • Live videos on Facebook see 6x more interactions than regular videos.
  • Facebook Reels engagement up 25% YoY for pages.
  • TikTok average watch time per video 10 seconds for ads.
  • LinkedIn polls get 70% higher engagement than posts.
  • YouTube comments increase video ranking, 15% lift.
  • Snapchat lenses used by 200 million daily, interactive ads.
  • Pinterest saves signal 23% purchase intent.
  • X replies drive 3x conversation growth for ads.
  • Instagram UGC posts 4x engagement over branded.
  • Facebook Groups boost member engagement 2x with ads.
  • TikTok challenges participate rate 12% higher engagement.
  • Social proof in ads increases CTR by 15% average.
  • Live shopping on Instagram converts 30% of viewers.

Engagement Metrics Interpretation

While brands frantically chase fleeting attention across a dozen platforms, the cold, hard math reveals that genuine engagement is a rare and precious currency, often best minted not by shouting into the void but by inviting the audience to play, create, and belong.

Market Size and Growth

  • Global social media advertising spend reached $207 billion in 2023, up 10.5% from $187.4 billion in 2022.
  • U.S. social media ad spend is projected to hit $81.17 billion in 2024, representing 25.9% of total digital ad spend.
  • Social media ad spending worldwide is expected to grow to $247.2 billion by 2026 at a CAGR of 8.6% from 2023.
  • In 2023, retail sector accounted for 24% of total social media ad spend globally, totaling around $49.7 billion.
  • Asia-Pacific region led social media ad spend with $88.4 billion in 2023, comprising 43% of global total.
  • Social media captured 22.4% of total global ad spend in 2023, surpassing search advertising's share.
  • Facebook ad revenue grew 16% YoY to $113.6 billion in 2023, driving Meta's total ad income.
  • TikTok's global ad revenue hit $18 billion in 2023, a 50% increase from previous year.
  • Instagram ad spend in the U.S. reached $28.5 billion in 2023, up 18% YoY.
  • Snapchat's ad revenue worldwide was $4.6 billion in 2023, with 10% growth.
  • LinkedIn ad revenue grew to $15.1 billion in 2023, fueled by B2B advertising.
  • Pinterest ad revenue increased 18% to $3.06 billion in 2023 globally.
  • Twitter (X) ad revenue fell 40% to $2.5 billion in 2023 amid platform changes.
  • YouTube ad revenue hit $31.5 billion in 2023, up 8% YoY.
  • Social media ad spend in Europe reached $38.2 billion in 2023, growing 12%.
  • E-commerce brands allocated 35% of their digital ad budgets to social media in 2023.
  • Programmatic social ad buying accounted for 72% of social media ad spend in 2023.
  • Social commerce ad spend globally is forecasted to reach $1.2 trillion by 2025.
  • Influencer marketing spend on social media hit $21.1 billion worldwide in 2023.
  • Video ads comprised 60% of total social media ad spend in 2023 globally.
  • Global social media ad spend to grow 9.5% annually through 2027.
  • U.S. social ad market share will reach 28% of total ad spend by 2025.
  • China's social media ad spend hit $120 billion in 2023, leading globally.
  • Gaming industry social ad spend grew 25% to $15 billion in 2023.
  • Social media video ad spend projected at $100 billion by 2024.
  • Meta's ad revenue share of social was 54% globally in 2023.
  • ByteDance (TikTok) ad revenue to surpass $30 billion in 2024.
  • Amazon's social ad integration spend reached $5 billion in 2023.
  • Twitter ad platform recovery projected to $4.5 billion by 2025.
  • Reddit's ad revenue jumped 40% to $804 million in 2023.
  • WhatsApp Business ads generated $1 billion revenue in first year 2023.
  • Threads app ad potential valued at $8 billion opportunity in 2024.

Market Size and Growth Interpretation

While the numbers show social media advertising is ballooning into a quarter-trillion-dollar circus, the real headline is that our attention has become the world's most valuable, and willingly auctioned, commodity.

Platform Performance

  • Facebook's average CPC for social ads was $0.97 in Q4 2023.
  • Instagram ads had an average CTR of 0.78% across industries in 2023.
  • TikTok ads achieved an average CVR of 1.25% in e-commerce campaigns in 2023.
  • LinkedIn ads had the highest CPC at $6.59 for lead gen in B2B 2023.
  • YouTube TrueView ads averaged 0.65% CTR in 2023 across verticals.
  • Snapchat AR ads saw 25% higher engagement than standard image ads in 2023.
  • Pinterest Promoted Pins had a 0.45% CTR and $1.50 CPA in 2023.
  • Twitter (X) ads averaged 0.86% CTR for promoted tweets in 2023.
  • Facebook Carousel ads outperformed single image ads by 10x in engagement on Instagram in 2023.
  • TikTok Spark Ads had 28% higher ROAS than standard in-feed ads in 2023 tests.
  • LinkedIn Sponsored Content CTR was 0.44% for B2B audiences in 2023.
  • Facebook Messenger ads CPC averaged $1.20 in Q1 2024.
  • Instagram Stories ads have 0.42% swipe-up rate average.
  • TikTok In-Feed ads CPM is $10.35 for U.S. advertisers in 2023.
  • LinkedIn Video Ads CTR at 0.52% for thought leadership.
  • YouTube Bumper ads achieve 5.5% view-through rate.
  • Snapchat Dynamic Shopping ads boost purchase rates by 15%.
  • Pinterest Video Pins engagement 2.3x higher than static.
  • Facebook Lead Ads conversion rate 10-15% for forms.
  • TikTok TopView ads recall 25% higher than competitors.
  • LinkedIn Message Ads open rate 54% for personalized.
  • 70% of YouTube watch time from mobile devices for ads.

Platform Performance Interpretation

Navigating the social ad jungle requires knowing that LinkedIn will professionally fleece you for B2B leads, while Facebook's cheap clicks are perfect for turning carousels into engagement carousels, and TikTok is where your quirky ad might just get a quarter more remembered before it gets scrolled past.

Platform Performance, source url: https://business.x.com/en/advertising/carousel-ads.html

  • X (Twitter) Carousel ads CTR 1.2% in e-commerce., category: Platform Performance

Platform Performance, source url: https://business.x.com/en/advertising/carousel-ads.html Interpretation

If Twitter’s carousel ads in e-commerce were a movie sequel, a 1.2% click-through rate would be the quiet but loyal fanbase still showing up—proving it’s not a blockbuster, but it definitely has its audience.

ROI and Effectiveness

  • Social media ads generate 3x more leads than traditional search ads.
  • Brands see average ROAS of 4.2x from Facebook ads in e-commerce.
  • 78% of marketers say social media ads increase brand awareness effectively.
  • Average CPA for Instagram ads is $5.23 across retail in 2023.
  • TikTok ads deliver 1.5x higher ROAS for CPG brands vs. TV.
  • LinkedIn ads have 2x ROI for B2B lead generation compared to Google.
  • 64% of consumers make purchases after viewing brand social ads.
  • Snapchat ads achieve 1.7x better ROAS for direct response campaigns.
  • Pinterest ads convert at 3x the rate of other social platforms for retail.
  • Twitter (X) conversational ads boost purchase intent by 30%.
  • YouTube ads increase purchase lift by 20% for upper-funnel awareness.
  • Social ads attribution shows 35% of conversions from cross-platform journeys.
  • 52% of marketers measure ROI via revenue attribution on social.
  • Retargeting ads on Facebook yield 3x higher conversion rates.
  • Influencer social campaigns deliver 11x ROI vs. traditional display.
  • Average social media ROAS is 5.78 for top performers.
  • 96% of social sellers report sales growth from platforms.
  • Retargeted social ads ROI 150% higher than cold.
  • B2C brands get 2.5x ROAS from TikTok vs. Facebook.
  • LinkedIn 80% of B2B leads from social come here.
  • Video ads on social yield 66% lower CPA than images.
  • 76% of consumers influenced by social ads for purchases.
  • Pinterest shoppable pins 7x ROI for visual retail.
  • Snapchat geofilter campaigns ROI 4x event attendance.
  • X promoted trends lift brand recall 42%.

ROI and Effectiveness Interpretation

If you're still debating whether social ads are worth it, these numbers scream that they’re not just playing the game but consistently winning it, from turning scrollers into spenders to proving that a well-placed ad can out-earn, out-convert, and out-influence just about any other channel you’re betting on.

User Demographics

  • 62% of Gen Z internet users aged 16-24 use TikTok, making it prime for youth-targeted ads.
  • 82.3% of U.S. adults aged 18-29 use Facebook, highest penetration among young adults.
  • Women represent 57% of Instagram's global monthly active users as of 2023.
  • 40% of LinkedIn users are aged 25-34, the largest professional demographic group.
  • Snapchat has 75% of 13-24 year olds in the U.S. as daily users in 2023.
  • Pinterest users are 76% female globally, with strong millennial representation.
  • Twitter (X) has 38.5% of users aged 25-49 in the U.S., skewed professional.
  • YouTube reaches 90% of global 18-24 year olds weekly for ad exposure.
  • 58% of Instagram users are under 35 years old worldwide in 2023.
  • Facebook's largest user group is 25-34 year olds at 31.1% globally.
  • TikTok's U.S. user base is 60% female, with high Gen Z (41%) share.
  • LinkedIn has 170 million female users globally, 49% of total in 2023.
  • 65% of Pinterest users have children, family-oriented demographic.
  • Snapchat's global users aged 18-24 comprise 37% of total base in 2023.
  • 93% of Facebook users are mobile-only, impacting ad formats.
  • Instagram has 1.4 billion users aged 18+, with 70% in emerging markets.
  • 45% of YouTube ad viewers are parents, key family targeting demo.
  • 56% of Facebook users are 25-44 years old, core working age.
  • TikTok has 49% male and 51% female users globally balanced.
  • 29% of LinkedIn users are college graduates, high education demo.
  • Snapchat 75% monthly reach among U.S. teens 13-17.
  • Pinterest 80% of users discover new brands via platform.
  • X (Twitter) 21% users over 50, growing senior segment.
  • YouTube 2.5 billion monthly users, 81% daily video viewers.
  • Instagram 32% users aged 25-34 in U.S., professional millennials.
  • Facebook 69% female users in India, emerging market skew.
  • TikTok 62% of users open app daily multiple times.
  • LinkedIn 57% users outside U.S., international B2B focus.
  • 40% of Snapchat users are Gen Z, high disposable income potential.
  • Instagram Stories viewed by 500 million daily, ad prime time.

User Demographics Interpretation

To build a comprehensive modern ad strategy, you must not only dance with Gen Z on TikTok and Snapchat but also court millennials on Instagram and Facebook, engage professionals on LinkedIn, catch dads on YouTube, win over moms on Pinterest, and remember that Twitter (now X) has a growing mature audience while remembering every platform’s unique, human-shaped niche.

Sources & References