BMAD-METHOD/expansion-packs/bmad-trend-insights-platform/data/trend-data-sources.md

631 lines
13 KiB
Markdown

# Trend Data Sources
## Overview
This document catalogs the primary data sources for discovering and validating trends through the Internet Pipes methodology. Each source provides different insights, and cross-referencing multiple sources increases confidence in trend identification.
## Search Engines
### Google Trends
**URL**: https://trends.google.com
**What it provides**:
- Search volume over time (relative, not absolute)
- Geographic distribution of interest
- Related queries (rising and top)
- Related topics
- Comparison of multiple trends
- Breakout trends (>5000% growth)
**Best for**:
- Validating sustained interest over time
- Identifying seasonal patterns
- Geographic trend analysis
- Discovering related searches
- Comparing multiple trends head-to-head
**How to use**:
- Search for specific keywords or topics
- Set time range (past hour, day, month, year, 5 years, custom)
- Filter by geography, category, search type
- Look for "Rising" queries (most important for trend discovery)
- Check "Interest over time" for trajectory
- Export data for further analysis
**Limitations**:
- Relative data, not absolute search numbers
- Requires sufficient search volume
- Can't distinguish between positive/negative interest
- US-focused by default (adjust geography)
**Pro tips**:
- Use "Compare" feature to validate one trend vs. another
- Check both broad and specific keywords
- Look at related queries for niche opportunities
- Use category filters to reduce noise
- Check "Breakout" designation for emerging trends
---
### Google Autocomplete & Related Searches
**What it provides**:
- Real-time query suggestions
- "People also ask" questions
- Related searches at bottom of results page
**Best for**:
- Discovering what questions people are asking
- Finding related topics and niches
- Understanding search intent
- Content gap identification
**How to use**:
- Start typing a query, observe autocomplete suggestions
- Search and scroll to "People also ask"
- Scroll to bottom for "Related searches"
- Try different seed keywords
- Use incognito mode for unbiased results
**Pro tips**:
- Autocomplete reveals actual queries people type
- Questions indicate information gaps
- Related searches show semantic relationships
- Compare autocomplete across different seed keywords
---
## Social Media Platforms
### TikTok
**Best for**:
- Early signal detection (often trends here first)
- Understanding how trends spread visually
- Demographic insights (skews younger)
- Content format ideas
**What to monitor**:
- Hashtag view counts (#trend → 100M views)
- Sound/audio usage (songs, audio memes)
- Creator adoption rate (how many making content)
- Comment themes (what people are saying)
- Engagement rates relative to followers
**How to use**:
- Search hashtags and track view counts over time
- Browse "For You" page for emerging content types
- Check trending sounds in video creation
- Analyze comments for audience sentiment
- Look for creator challenges and duets
**Trend indicators**:
- ✅ Hashtag views growing rapidly
- ✅ Multiple creators adopting independently
- ✅ Crossing to different creator niches
- ✅ Comments asking "where to buy" or "how to do"
- ✅ Mainstream brands starting to participate
---
### Instagram
**Best for**:
- Visual trends (fashion, beauty, lifestyle, food)
- Influencer adoption tracking
- Aesthetic movements
- Product discovery
**What to monitor**:
- Hashtag post counts
- Trending audio in Reels
- Save ratios (high saves = high interest)
- Stories poll results and question responses
- Collaborative posts and tags
**How to use**:
- Search hashtags, note post counts and recency
- Check "Top" vs "Recent" to see what's gaining traction
- Monitor influencer content in relevant niches
- Track brands entering the trend space
- Observe aesthetic patterns and style shifts
**Trend indicators**:
- ✅ Hashtag growing in post count
- ✅ Influencers organically posting (not sponsored)
- ✅ High engagement relative to follower count
- ✅ Cross-posting from TikTok (trend maturing)
- ✅ Multiple brands adopting
---
### Reddit
**Best for**:
- Deep community insights
- Product recommendations and reviews
- Niche trend discovery
- Authentic conversations
**What to monitor**:
- Subreddit subscriber growth
- Post upvotes and comment counts
- Recurring themes in top posts
- Questions being asked repeatedly
- Community wiki and FAQs (what's established)
**Key subreddits for trend discovery**:
- r/InternetIsBeautiful (new tools/sites)
- r/shutupandtakemymoney (products people want)
- r/BuyItForLife (quality/durability trends)
- r/DidntKnowIWantedThat (discovery)
- Category-specific subreddits (r/fitness, r/skincareaddiction, etc.)
**How to use**:
- Sort by "Top" → "This Month" to find rising topics
- Search keywords, sort by recent and engagement
- Read comments for nuanced opinions
- Check multiple related subreddits
- Monitor crossposting between communities
**Trend indicators**:
- ✅ Topic appearing in multiple subreddits
- ✅ High engagement relative to subreddit size
- ✅ New subreddits forming around topic
- ✅ Repeated questions about where to find/buy
- ✅ Community creating resources (wikis, guides)
---
### Twitter/X
**Best for**:
- Real-time trend detection
- News-driven trends
- Thought leader opinions
- B2B and tech trends
**What to monitor**:
- Trending hashtags and topics
- Tweet volume around keywords
- Influencer/expert discussions
- Quote tweet ratios (indicates strong opinions)
- Bookmark counts (indicates utility)
**How to use**:
- Check "Trending" section daily
- Use Advanced Search for keyword monitoring
- Follow industry thought leaders
- Monitor branded hashtags
- Track lists of relevant accounts
**Trend indicators**:
- ✅ Organic trending (not sponsored)
- ✅ Sustained conversation over days
- ✅ Multiple industries discussing
- ✅ Media outlets covering
- ✅ Brands responding
---
### YouTube
**Best for**:
- Tutorial content demand
- Long-form content trends
- Educational interest
- Product reviews and unboxings
**What to monitor**:
- Video view counts relative to channel size
- Upload frequency on topic
- Comment sentiment and questions
- Views-per-day rate (velocity)
- Thumbnail/title patterns
**How to use**:
- Search topic, filter by upload date
- Sort by view count or relevance
- Check "Related videos" sidebar
- Read top comments for questions/sentiment
- Monitor specific channels in your niche
**Trend indicators**:
- ✅ New channels forming around topic
- ✅ Established creators adopting topic
- ✅ High views relative to channel subscribers
- ✅ Comments indicating intent to try/buy
- ✅ Multiple video formats (tutorials, reviews, vlogs)
---
### Pinterest
**Best for**:
- Visual search trends
- Planning-phase interests (weddings, home, recipes)
- Craft and DIY trends
- Seasonal trend forecasting
**What to monitor**:
- "Popular" and "Trending" sections
- Save counts on pins
- Board creation around topics
- Search volume indicators
- Emerging categories
**How to use**:
- Check Pinterest Trends tool (if available)
- Search keywords, note results count
- Look at "Related searches"
- Monitor boards being created
- Track pin saves over time
**Trend indicators**:
- ✅ High save rates
- ✅ Multiple distinct pin styles on same topic
- ✅ Appears in "Trending" section
- ✅ Related searches expanding
- ✅ Commercial pins from brands appearing
---
## E-Commerce Platforms
### Amazon
**Best Sellers & Movers and Shakers**
**URL**: amazon.com/gp/bestsellers
**What it provides**:
- Best Sellers (current top-selling items)
- Movers & Shakers (biggest gainers in sales rank, last 24 hours)
- Hot New Releases
- Category rankings
**Best for**:
- Commercial validation (people actually buying)
- Discovering new products gaining traction
- Price point analysis
- Category trends
**How to use**:
- Check "Movers & Shakers" daily for trending products
- Browse category-specific best sellers
- Note products with low review counts but high rank (new and trending)
- Read reviews for customer insights and pain points
- Track BSR (Best Sellers Rank) over time
**Trend indicators**:
- ✅ Product climbing in Movers & Shakers
- ✅ Multiple similar products in same category
- ✅ New brands entering established categories
- ✅ High rating + growing review count
- ✅ Frequent "out of stock" status
---
### Etsy Trending
**What it provides**:
- Handmade and custom product trends
- Niche and artisan movements
- Gift and occasion trends
**Best for**:
- Early craft/DIY trends
- Personalization trends
- Niche aesthetic movements
- Gift trends
**How to use**:
- Browse trending searches
- Check categories for volume growth
- Monitor "Bestseller" and "Popular now" badges
- Read shop announcements (sellers share trends)
- Track favorites and reviews
---
### Shopify Exchange/Flippa
**Best for**:
- Seeing what types of stores are being built/sold
- Revenue data for trend validation
- Niche saturation indicators
---
## Content Platforms
### Medium
**Best for**:
- Written content trends
- Thought leadership topics
- Deep-dive interest areas
**What to monitor**:
- Top stories in categories
- Tag following counts
- Clap counts and read ratios
- Publication topic focus
---
### Substack
**Best for**:
- Newsletter topic trends
- Subscription business ideas
- Niche community interests
**What to monitor**:
- Top publications
- Growing publications
- Topic categories
- Subscriber counts (when public)
---
## News & Media
### Google News
**Best for**:
- Mainstream trend validation
- Understanding media narratives
- B2B trends
**How to use**:
- Search for keywords, filter by date
- Set up Google Alerts for trend tracking
- Monitor "Top Stories" for trends hitting mainstream
---
### Industry Publications
**Examples**:
- Tech: TechCrunch, The Verge, Hacker News
- Fashion: Vogue, WWD
- Food: Eater, Food & Wine
- Wellness: Well+Good, Healthline
**Best for**:
- Industry-specific trends
- Expert perspectives
- Deeper context
---
## Communities & Forums
### Discord Servers
**Best for**:
- Real-time community conversations
- Gaming, crypto, creator trends
- Early adopter communities
---
### Facebook Groups
**Best for**:
- Older demographics (30+)
- Parent communities
- Local community trends
- Buy/sell/trade activity
---
### Quora
**Best for**:
- Questions people are asking
- Content gaps
- Educational interests
---
## Specialized Tools
### Google Keyword Planner
**What it provides**:
- Monthly search volume estimates
- Keyword competition data
- Related keywords
**Best for**:
- SEO planning
- Content topic validation
- Search volume quantification
**Limitations**:
- Requires Google Ads account
- Estimates, not exact numbers
- Primarily for paid search
---
### Answer The Public
**What it provides**:
- Question-based search queries
- Preposition-based queries
- Comparison queries
**Best for**:
- Content ideation
- Understanding search intent
- Finding question-based opportunities
---
### Exploding Topics
**What it provides**:
- Curated list of growing trends
- Search growth percentages
- Trend discovery without manual research
**Best for**:
- Quick trend scanning
- Inspiration for deeper research
- Validating your own findings
**Limitations**:
- Paid tool
- Less granular than doing your own research
- May include trends others already know
---
## Data Collection Best Practices
### Multi-Source Validation
Always cross-reference at least 3 independent sources:
- Search (Google Trends)
- Social (TikTok OR Instagram OR Reddit)
- Commerce (Amazon OR reviews OR sales data)
### Temporal Validation
Don't rely on single-day snapshots:
- Track trends over at least 4-8 weeks
- Note weekly/monthly patterns
- Compare year-over-year when possible
### Geographic Considerations
Trends often start regionally:
- Check US, UK, Australia separately
- Note urban vs. rural patterns
- Consider cultural context
### Demographic Awareness
Different platforms represent different demographics:
- TikTok: Gen Z, younger millennials
- Instagram: Millennials, Gen Z
- Facebook: Older millennials, Gen X, Boomers
- Reddit: Male-skewing, tech-oriented
- Pinterest: Female-skewing, planning mindset
### Document Everything
Keep a trend tracking spreadsheet:
- Trend name
- First observed date
- Data sources
- Key metrics
- Notes and observations
- Follow-up dates
## Source Credibility Assessment
**High Credibility** 🟢:
- Multiple independent sources
- Commercial activity (products being sold)
- Sustained interest over time
- Cross-demographic adoption
**Medium Credibility** 🟡:
- 1-2 sources
- Some commercial activity
- Recent emergence (2-4 months)
- Single-demographic focused
**Low Credibility** 🔴:
- Single source
- No commercial validation
- Spike without sustained interest
- Potentially manipulated metrics
## Conclusion
Effective trend discovery requires:
1. **Breadth**: Monitor multiple source types
2. **Depth**: Go deep on promising signals
3. **Consistency**: Check sources regularly
4. **Skepticism**: Validate before believing
5. **Documentation**: Track what you find
No single source tells the complete story. The magic happens when signals align across multiple independent sources - that's when you've found a real trend worth pursuing.
Happy trend hunting! 🔍