*Cleaned from Upwork dataset. 2+ years of TikTok + IG performance data.*
*Last updated: 2026-02-20 13:20 PST*
| Dataset | Raw Rows | Unique Posts | Duplicate Links | Status |
|---|---|---|---|---|
| Glamnetic TikTok | 2,097 | 433 | 139 dupes | Cleaned |
| Glamnetic IG | 2,116 | 343 | 10 dupes | Cleaned |
| Olive & June TikTok | 2,097 | 182 | 19 dupes | Cleaned |
| Olive & June IG | 2,116 | 407 | 5 dupes | Cleaned |
Duplicates were same URL scraped multiple times. Analysis uses unique posts only.
Subject categorization issues noted — many posts categorized as "Product Launch / New Product" when likely miscategorized.
⚠️ IMPORTANT DATA CAVEAT: Subject labels in this dataset were assigned by a non-native English speaker and contain known errors. Engagement metrics (views, likes, comments, shares) are scraped directly from the platform and are reliable. Subject categorization is unreliable. All category-level insights should be treated as directional only until validated by reading actual captions.
Post: Glamnetic TikTok, 7.4M views, 352K engagement, labeled "Comparison/Versus" in the Upwork dataset.
What it actually is: An anti-salon conversion story. Glamnetic's social media coordinator speaking directly to camera: *"Once you go Glamnetic, you will NEVER go back to the salon. I used to go every month for gel-x and haven't stepped foot in a salon since."* First-person voice. Personal testimony. Identity shift from salon person → press-on person.
Why it works:
Why the "Comparison/Versus" label is wrong: There is no direct product comparison in this post. The Upwork categorizer likely saw the implicit salon vs. Glamnetic framing and labeled it Comparison — but the mechanism is personal testimonial, not a feature-by-feature comparison. The actual category would be "Testimonial / Identity Shift."
Implication for Piqki — this is the P1 opening:
Don't open with the product. Don't open with features. Open with the identity shift. The script writes itself:
Build content around WHO SHE BECOMES when she switches, not what the product does. This is the core anti-salon narrative. It's Piqki's strongest P1 angle, validated by the highest-performing post in the entire Glamnetic dataset.
The following table represents aggregated performance by Upwork-assigned category. These numbers are real; the categories may not be. Use as directional signal only until captions are read for each category.
Glamnetic TikTok — Top subjects by avg engagement:
| Subject | n | Avg Engagement | Avg Views | Eng Rate | Avg Shares | Label reliability |
|---|---|---|---|---|---|---|
| **Comparison / Versus** | 8 | **47,109** | 1,042,988 | 4.52% | 636 | ⚠️ Unvalidated — top post confirmed as testimonial, not comparison |
| Brand Story / Mission / Values | 8 | 8,239 | 141,065 | 5.84% | 200 | ⚠️ Unvalidated — see caption validation below |
| Tutorial / How-To / Tips | 54 | 7,053 | 349,552 | 2.02% | 263 | ✅ Partially validated — tutorial label confirmed on spot-check |
| Changing Nails | 31 | 5,410 | 205,342 | 2.63% | 167 | ⚠️ Unvalidated |
| Results / Reviews / Testimonials | 35 | 3,836 | 152,711 | 2.51% | 84 | ⚠️ Unvalidated |
| Trend / Challenge / Viral Format | 6 | 3,781 | 509,450 | **0.74%** | 148 | ⚠️ Unvalidated |
| Product Launch / New Product | 47 | 3,241 | 109,992 | 2.95% | 134 | ⚠️ Unvalidated |
Directional takeaway (pending full caption validation):
Brand Story/Mission/Values consistently delivers the highest engagement rates across all 4 datasets:
⚠️ Caveat: The "Brand Story" label is unreliable. One confirmed "Brand Story" post (see caption validation below) is actually a Sephora retail haul. The engagement rate signal is real; the category attribution should not be trusted at face value.
This is P3 content (loyalty/advocacy). Smaller reach, deeper resonance. Builds the buyers who repurchase.
This finding is based on whether a Glamnetic founder account appears in the post — a binary tag, not a subject-label field. More reliable than category labels.
| Brand | Platform | Without Founder | With Founder | Winner |
|---|---|---|---|---|
| Glamnetic | TikTok | 244,931 avg views | 123,798 avg views | **No founder** (2x) |
| Glamnetic | IG | 245,555 avg views | 197,378 avg views | **No founder** |
| Olive & June | TikTok | 52,546 avg views | 135,849 avg views | **Founder** (2.6x) |
| Olive & June | IG | 113,859 avg views | 117,005 avg views | Neutral |
Implication for Piqki: Glamnetic built without making the founder the face. That's exactly Piqki's model. Data validates the approach — at least in Glamnetic's case.
Olive & June is a different story: the founder IS the brand. Their non-founder content performs poorly. This means O&J's model doesn't transfer to Piqki.
54 tutorial posts from Glamnetic, averaging 350K views but only 2.02% engagement. They drive awareness but don't convert. Good for P1 reach. Bad if you're spending paid budget on them hoping for CAC.
⚠️ Caption spot-check confirms tutorial posts are real (see caption validation). The metric finding is reliable.
Glamnetic's trend/challenge content averages 509K views — their highest. But 0.74% engagement rate. People watch, don't engage, don't follow, don't buy. This is the most deceptive metric in the whole dataset. Note: this finding holds regardless of label accuracy because the view/engagement discrepancy is visible in the numbers alone.
The following are the next 5 top-performing Glamnetic TikTok posts (by engagement), with actual captions fetched and compared to Upwork labels. Fetched: 2026-02-20.
Post #2 — 6906652948709854470
Post #3 — 7368494991280196907
Post #4 — 7462613187611888939
Post #5 — 7192696948661587246
Post #6 — 6946266618020318469
| Post | Views (est.) | Upwork Label | Actual Content | Accuracy |
|---|---|---|---|---|
| #1 (7.4M) | 7,400,000 | Comparison/Versus | Anti-salon identity-shift testimonial | ❌ Wrong |
| #2 | High | Celeb lookalike nails | Abstract/Pinterest nail design reveal | ❌ Wrong |
| #3 | High | Toenails | Press-on toenail "beauty hack" tutorial | ⚠️ Partial |
| #4 | High | Tutorial/How-To | Press-on application PSA tutorial | ✅ Correct |
| #5 | High | Brand Story | Sephora retail launch / haul content | ❌ Wrong |
| #6 | High | Joke | World's first magnetic press-on launch | ❌ Wrong |
Score: 1 correct, 1 partial, 4 wrong out of 6 posts verified. The subject labels in this dataset should be treated as noise for qualitative analysis. The engagement numbers are the signal. Do not build strategy on category-level label aggregations without first validating a representative sample of captions.
Gin's intelligence: Glamnetic actively scouts fast-growing small brands and replicates what's working. Their strategy is derivative by design.
What this means for Piqki:
How to find the originals:
1. Search TikTok for nail content sorted by "Most Liked" in the last 30/60 days — filter out accounts with >100K followers. The stuff that pops from small accounts is what Glamnetic will copy next.
2. Watch for engagement rate spikes on small accounts (10K-50K followers) — that's early signal
3. Monitor r/RedditLaqueristas + nail-specific Pinterest boards for aesthetic trends before they hit mainstream
The Piqki moat: Be the brand that originates. "Controlled chaos, nihilist-but-cute, Silver Lake/Bushwick energy" is not something Glamnetic will ever copy — it's not their customer. Own the lane that's too weird for them.
Independent, non-marketing-material data sources for creative validation:
| Source | What it gives you | Cost | How to use |
|---|---|---|---|
| **Meta Ad Library** | All active ads from any brand, launch date | Free | Search Glamnetic, Olive & June — see what they're PAYING to run (their best performing P2 content) |
| **TikTok Creative Center** | Top-performing ads by industry/category | Free | Beauty category top ads — what's working in paid nail content RIGHT NOW |
| **Reddit r/RedditLaqueristas** | Real consumer language, what people love/hate about press-ons | Free | Mine for pain points, hook language, authentic reactions |
| **Amazon 1-star reviews** (Kiss, Impress, competitors) | What people hate — the pain points you solve | Free | "They fell off after 2 hours" → "Piqki stays on for 2 weeks" |
| **Amazon 5-star reviews** (same brands) | Language customers use when they love nail products | Free | Direct hook material in their exact words |
| **Pinterest Trends** | Nail aesthetics 3-6 months ahead of mainstream | Free | Leading indicator of what aesthetic will be mainstream at launch |
| **Google Trends** | Search volume for nail terms over time | Free | "press on nails" vs "salon nails" vs "nail sets" — who's winning search |
| **Minea** | Competitor ads across Meta + TikTok, sorted by performance | ~$49/mo | See which Glamnetic/O&J ads are currently running and for how long (long-running = winning) |
| **SimilarWeb** | Competitor traffic sources — how much is organic vs paid vs social | Free tier | How reliant are competitors on paid? What's their organic/social ratio? |
Priority 1 — Do this immediately:
Priority 2:
Priority 3 — Validate before committing:
What NOT to do (data says):
Beyond CAC, these are the levers that make the model work even at $30+ CAC:
| Lever | Current Model Assumption | Realistic Upside | Impact on Unit Economics |
|---|---|---|---|
| **AOV uplift** | $50 (2 units) | $65 (starter kit bundle) | At $25 CAC: 2.0x → 2.6x first-purchase ROAS |
| **MSRP increase** | $25/unit | $28-30/unit (positioning supports it) | $60 AOV → 2.4x ROAS at $25 CAC |
| **Repeat rate** | 18% | 25-30% (beauty DTC avg with strong email) | LTV jumps 40-60% |
| **Purchase frequency** | Implied ~6x/year | 18-26x/year (nails last 1-2 weeks) | LTV ceiling: $900-1,300 at $50 AOV |
| **Email/SMS** | Not modeled | 20-30% of revenue from retention channels | Effectively reduces blended CAC by lowering paid reliance |
The real answer to CAC fear: A customer who buys every 2-3 weeks has a $1,200+ annual value. At $35 CAC, that's a 34:1 LTV:CAC. The math works even in the conservative scenario — IF you build the retention engine (email sequences, SMS, loyalty).
*Data source: Upwork social media analysis dataset, cleaned and deduplicated Feb 2026.*
*Next step: Pull Meta Ad Library data for active Glamnetic + O&J paid ads.*