Executive summary
This dashboard aggregates public-data observables for the three US home-improvement retailers in our coverage: Lowe's (LOW), Home Depot (HD), and Floor & Decor (FND). Every number traces to either an SEC filing, an earnings press release, a public free-tier data API (FRED, Census, Google Trends), an open POI dataset (Overture Maps), or scraped Reddit content. No proprietary or paywalled data is used.
Headline metrics
Footprint & KPI comparison
Store footprint maps
Source: Overture Maps Places dataset (open POI; Meta/Microsoft/AWS/TomTom-backed; release 2026-05-20.0). Brand-tagged store entries filtered to canonical brand names + valid retail categories + duplicate dedup by lat/lng. Validated against 10-K state counts — within ~2% of disclosed company totals for all three chains.
All three chains
State-by-state footprint
Top 25 states by combined LOW + HD + FND store count.
State concentration insights
Per-chain maps
Quarterly financial KPIs
Sources: LOW Canalyst model + LOW earnings call transcripts (5 calls Q1 FY26 → Q1 FY27); HD & FND SEC 8-K press-release exhibits via EDGAR.
Net revenue ($B)
Comparable sales (%)
Avg ticket ($) — HD only quarterly
Transactions (M) — HD only quarterly
Quarterly detail table
Reddit sentiment — 12-month rolling
Source: Pullpush.io Reddit archive (no auth; full submissions). 12-month window ending May 2025 — Pullpush's archive lags real-time Reddit by ~12 months as of 2026-05-29. For real-time freshness, configure Reddit OAuth (PRAW) and re-scrape weekly. Sentiment scored with VADER (Valence Aware Dictionary & sEntiment Reasoner) on combined title + selftext. Subreddits scanned: r/HomeImprovement, r/DIY, r/Construction, r/Lowes, r/HomeDepot, r/FloorAndDecor, r/Tools, r/Plumbing, r/Electricians, r/FirstTimeHomeBuyer, r/Contractors, r/HomeReno.
Monthly mean sentiment by ticker
Posts per month by ticker
Ticker overall summary
Top-engagement posts (last 12 months)
Foot-traffic proxy — Google Trends search interest
Search interest over time (12 mo)
State heatmap — combined interest
Top & rising related queries
lowes
home depot
floor and decor
Macro & commodity context
Sources: Freddie Mac (mortgage rates), NAR (existing home sales), Census Bureau (housing permits & starts), U-Mich (consumer sentiment), BLS PPI series (lumber, steel, gypsum), IMF (copper). All via FRED CSV endpoints (free, no key).
Housing demand
Commodity inputs (cost-pressure tracking)
Recommended additional metrics to track
The four-bucket request (stores / inventory / foot traffic / Reddit) is a solid baseline.
Reviewing all 22 files in raw/LOW/ — especially the AlphaSense reports and the three expert
calls — surfaced these 13 additional public-observable data points that would meaningfully
sharpen the LOW/HD/FND investment thesis. Tags: DIRECT from filings,
SCRAPE via free public APIs, PROXY correlated indicator.
- DIRECT Pro vs DIY mix trajectory. LOW = 30%, HD = ~50%. The structural battleground. Pulled quarterly from earnings commentary; reverse-engineered from comp-sales segmentation.
- DIRECT MyLowe's Rewards / HD Pro Xtra membership growth. Switching-cost moat indicator. LOW disclosed 30M members in late 2025; HD typically gives directional color on Pro Xtra without absolute numbers.
- SCRAPE Building permits by state — single-family. Already included in Tab 6. Census permits API is free; single-family is most diagnostic for Pro builder demand.
- SCRAPE Mortgage rates + existing home sales. Already in Tab 6. The "lock-in effect" is the structural demand-suppression story; recovery tied to rate normalization.
- SCRAPE Lumber, copper, gypsum, steel PPI. In Tab 6. Drives COGS pressure (tariff exposure ~20% China for LOW).
- SCRAPE Glassdoor + LinkedIn hiring trends. Store-investment proxy. Sudden hiring spikes at HD/LOW = new format openings; ramps at FND = expansion plan progress.
- SCRAPE App-store rankings & review sentiment. Digital engagement leading indicator. LOW's MyLow Companion got #1 J.D. Power retail rank in 2025; app ratings drift would be an early miss signal.
- DIRECT Hard-surface flooring category share. FND's battleground. Track ResStock by category + Mintel reports; FND's reported same-store comps net of new-store ramp gives directional read.
- DIRECT LMN (Lowe's Media Network) revenue. Hidden high-margin engine the street underweights. 300+ endemic brands, 120M customers reach. LOW will start to break this out as it scales; HD's retail-media program too.
- DIRECT Tariff exposure (~20% China for LOW). Direct from 10-K Risk Factors. Watch tariff rate moves vs GM trend each quarter to isolate impact.
- DIRECT HD Mirakl-stumble residual impact. HD's online sales dropped 20% during 2024 platform migration. LOW is exploiting. Track HD's online comp vs LOW's online comp each quarter through end-2026.
- DIRECT FBM / ADG integration milestones. LOW's $10.1B Complex Pro acquisitions. Quantify job-site delivery speed, builder wins, MFC/DC consolidation milestones — this closes the supply-chain gap to HD.
- PROXY Hurricane / weather impact overlay. Both LOW and HD flag weather as material revenue drivers. NOAA HURDAT2 dataset + state-level damage estimates would let us overlay storm tracks on the store map to back-out quarter-by-quarter weather lift.
What we explicitly canNOT get for free
- Store-level inventory. Big-box retailers do not disclose this. Best we have is company-level inventory $ and turns from the balance sheet. No public scrape changes this.
- Store-level foot traffic. Placer.ai, SafeGraph, GravityAnalytics, and Advan all paywall. Tab 5 Google Trends is the best free proxy — not a 1:1 substitute.
- SKU-level sales by category. Same as POOL situation — 10-K notes explicitly state retailers do not track or disclose SKU-level sales.
- Pro vs DIY $ split. Only mix percentages get disclosed, not absolute $.