1. URL Structure — Flat Categories, Context-Rich Slugs
Rule: URLs use only the approved top-level category plus one short post slug, but the slug must preserve any semantic context that disappears when old child folders are removed. The goal is flat, not vague.
Approved categories
corporate · horeca · lifestyle · news · pairing · sake · sommelier-training · tasting · tours · wine
Semantic flattening principle
When an old parent folder described what the leaf entity is, carry that meaning into the slug. Do not add redundant words where the slug is already self-explanatory.
Correct examples
| Old nested URL | New flat URL | Why |
|---|---|---|
/wine/grape-varieties/cabernet-sauvignon/ | /wine/cabernet-sauvignon-grape/ | grape replaces the lost grape-varieties context. |
/wine/regions/bordeaux/ | /wine/bordeaux-region/ | region clarifies that the page covers Bordeaux as a wine region. |
/sake/brewing/shubo/ | /sake/shubo-brewing/ | brewing replaces the lost process context. |
/wine/wine-chemistry/wine-aromas/ | /wine/wine-aroma-compounds/ | The rewritten slug states the actual chemistry angle without a redundant folder. |
Do not mechanically append parent words. A URL such as /wine/wine-acidity/ already contains enough meaning; /wine/wine-acidity-chemistry/ would be unnecessarily awkward.
2. Live-Site Authority Diagnostic — Merged Findings
This section merges the pertinent structural findings from the independently generated live-site topical authority report (18 August 2026) into the larger implementation matrix below. It is diagnostic context, not a replacement for the 233-row plan.
229URLs discovered
119English URLs
121Graph nodes
77Inferred relationships
6Primary authority clusters
20High-impact expansions in source audit
What the live audit confirms
- The site is bilingual EN/TH, with roughly 110 Thai mirror URLs; hreflang was confirmed on the homepage.
- The dominant problem is structural rather than a lack of topics: the generic Wine category acts as a catch-all and the inferred contextual-link graph is sparse.
- Sake Education, Wine Tours, and Corporate/HORECA have the largest relative supporting-content gaps compared with their commercial importance.
- Product/course pages are only loosely connected to informational content, so informational authority is not consistently flowing into revenue pages.
How this changes the implementation plan
- Use the matrix row-to-row links as the primary implementation map instead of recreating child directories.
- Every informational page should link upward to its core destination, sideways to related supporting pages, and where relevant downward to a bookable course/product.
- Pairing/lifestyle content should always provide a path back into a core training, tasting, sake, tour, corporate or HORECA destination.
- New category separation is useful only if contextual internal links reinforce those narrower entities; category archives alone should not carry the topical hierarchy.
Audience and commercial intent alignment
| Audience | Main search need | Core destination |
|---|---|---|
| Aspiring sommeliers / career changers | Certification path, cost and employer recognition | Sommelier training / certification |
| Hobbyist beginners | Beginner classes, tasting skills and what to expect | Tasting / beginner wine classes |
| Sake-curious diners & F&B staff | Sake basics, pairing and formal study | Sake courses / sake education |
| Corporate / HORECA buyers | Team events, staff training and beverage standards | Corporate and HORECA services |
| Expat / tourist enthusiasts | Wine experiences, tours and private masterclasses | Tours / masterclasses / tastings |
Cannibalization watch: the live audit did not find strong English-page cannibalization overall, but it specifically flags multiple beginner-wine-class/Bangkok-2026 style pages for consolidation or sharper intent differentiation before more beginner content is published.
Measurement limitation: the source live audit did not have Google Search Console or Analytics connected. Its gap and query recommendations are therefore structural hypotheses, not search-volume or performance-validated demand. The matrix should be prioritized with GSC/keyword data when available.
Merged source: Topical Map — Wine & Spirit Academy Bangkok, generated from the live sitemap / WP REST API on 18 August 2026.
3. Full Coverage Matrix — Master Implementation Sheet
This is the working content map: target category, flattened URL, current content status, internal-link targets, and commercial CTA are kept together in one row.
233 / 233
| Row | Cluster | Topical group | Topic | Category | Target URL | Status | Internal links → rows | Course / Product CTA |
|---|---|---|---|---|---|---|---|---|
| #1 | Wine | Beginner | Wine 101 (pillar) | wine | /wine/wine-101/ | ⚠️ Thin | #2 #3 #4 #5 #6 #35 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + Essentials of Sommelier Skills + Wine Etiquette & Pairings |
| #2 | Wine | Beginner | How to Taste Wine (5-step) | tasting | /tasting/how-to-taste-wine/ | ✅ Existing | #3 #1 #4 #5 #6 #72 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + Sip Guess — Ultimate Blind Tasting + Foundation of Sommelier Skills Intermediate |
| #3 | Wine | Beginner | How to Read a Wine Label | wine | /wine/how-to-read-a-wine-label/ | ✅ Existing | #2 #4 #1 #5 #6 #224 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + Essentials of Sommelier Skills |
| #4 | Wine | Beginner | Wine Glasses | wine | /wine/wine-glasses/ | ❌ Gap | #3 #2 #5 #6 #1 #35 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + Lehmann Collection Jamesse Grand Blanc 54cl + Lehmann Collection Jamesse Grand Champagne 40cl + Lehmann Collection Jamesse Synergie 52cl |
| #5 | Wine | Beginner | Wine Serving Temperature | wine | /wine/wine-serving-temperature/ | ❌ Gap | #3 #2 #4 #6 #1 #146 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + Essentials of Sommelier Skills |
| #6 | Wine | Beginner | Decanting Wine | wine | /wine/decanting-wine/ | ❌ Gap | #3 #2 #5 #4 #1 #78 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + Electric Wine Aerator with Vacuum Saver + Essentials of Sommelier Skills |
| #7 | Wine | Chemistry | Wine Aromas | wine | /wine/wine-aroma-compounds/ | ❌ Gap | #8 #9 #10 #11 #12 #13 | ★ Essentials of Sommelier Skills + Foundation of Sommelier Skills Intermediate |
| #8 | Wine | Chemistry | Wine Acidity | wine | /wine/wine-acidity/ | ❌ Gap | #7 #9 #10 #11 #12 #13 | ★ Essentials of Sommelier Skills |
| #9 | Wine | Chemistry | Wine Tannins | wine | /wine/wine-tannins/ | ❌ Gap | #8 #10 #7 #11 #12 #13 | ★ Essentials of Sommelier Skills |
| #10 | Wine | Chemistry | Wine Body & Mouthfeel | wine | /wine/wine-body-and-mouthfeel/ | ❌ Gap | #9 #11 #8 #12 #7 #13 | ★ Essentials of Sommelier Skills |
| #11 | Wine | Chemistry | Wine Sugar & Sweetness | wine | /wine/wine-sweetness/ | ❌ Gap | #10 #12 #9 #13 #8 #7 | ★ Essentials of Sommelier Skills + Château d'Yquem 1999 |
| #12 | Wine | Chemistry | Wine Alcohol & ABV | wine | /wine/wine-alcohol-abv/ | ❌ Gap | #11 #13 #10 #9 #8 #7 | ★ Essentials of Sommelier Skills |
| #13 | Wine | Chemistry | Wine Faults | wine | /wine/wine-faults/ | ❌ Gap | #12 #11 #10 #9 #8 #7 | ★ Essentials of Sommelier Skills |
| #14 | Wine | Red Grapes | Cabernet Sauvignon | wine | /wine/cabernet-sauvignon/ | ❌ Gap | #23 #15 #16 #17 #18 #19 | ★ French Premium Class — Bordeaux + Essentials of Sommelier Skills + Cheval des Andes Mendoza 2021 |
| #15 | Wine | Red Grapes | Merlot | wine | /wine/merlot/ | ❌ Gap | #14 #16 #17 #18 #19 #20 | ★ French Premium Class — Bordeaux + Essentials of Sommelier Skills |
| #16 | Wine | Red Grapes | Pinot Noir | wine | /wine/pinot-noir/ | ❌ Gap | #15 #17 #14 #18 #19 #20 | ★ French Premium Class — Burgundy + Essentials of Sommelier Skills + Petit Cheval Saint-Emilion Grand Cru 2017 |
| #17 | Wine | Red Grapes | Syrah / Shiraz | wine | /wine/syrah-shiraz/ | ❌ Gap | #16 #18 #15 #19 #14 #20 | ★ French Premium Class — Rhône Valley + Essentials of Sommelier Skills |
| #18 | Wine | Red Grapes | Grenache | wine | /wine/grenache/ | ❌ Gap | #17 #19 #16 #20 #15 #21 #14 #22 | ★ Spanish Premium Masterclass + Essentials of Sommelier Skills |
| #19 | Wine | Red Grapes | Tempranillo | wine | /wine/tempranillo/ | ❌ Gap | #18 #20 #17 #21 #16 #22 #15 #23 | ★ Spanish Premium Masterclass + Essentials of Sommelier Skills |
| #20 | Wine | Red Grapes | Sangiovese | wine | /wine/sangiovese/ | ❌ Gap | #19 #21 #18 #22 #17 #23 #16 #24 | ★ Italian Premium Masterclass + Essentials of Sommelier Skills |
| #21 | Wine | Red Grapes | Nebbiolo | wine | /wine/nebbiolo/ | ❌ Gap | #20 #22 #19 #23 #18 #24 | ★ Italian Premium Masterclass + Essentials of Sommelier Skills |
| #22 | Wine | Red Grapes | Malbec | wine | /wine/malbec/ | ❌ Gap | #21 #23 #20 #24 #19 #18 | ★ Essentials of Sommelier Skills + Cheval des Andes Mendoza 2021 |
| #23 | Wine | Red Grapes | Cabernet Franc | wine | /wine/cabernet-franc/ | ❌ Gap | #14 #22 #24 #21 #20 #19 | ★ French Premium Class — Loire Valley + Essentials of Sommelier Skills |
| #24 | Wine | Red Grapes | Zinfandel / Primitivo | wine | /wine/zinfandel/ | ❌ Gap | #23 #22 #21 #20 #19 #18 | ★ Italian Premium Masterclass |
| #25 | Wine | White Grapes | Chardonnay | wine | /wine/chardonnay/ | ❌ Gap | #26 #27 #28 #29 #30 #31 | ★ French Premium Class — Burgundy + Essentials of Sommelier Skills |
| #26 | Wine | White Grapes | Sauvignon Blanc | wine | /wine/sauvignon-blanc/ | ❌ Gap | #31 #25 #27 #28 #29 #30 | ★ French Premium Class — Loire Valley + Essentials of Sommelier Skills |
| #27 | Wine | White Grapes | Riesling | wine | /wine/riesling/ | ❌ Gap | #26 #28 #25 #29 #30 #31 | ★ Essentials of Sommelier Skills |
| #28 | Wine | White Grapes | Pinot Gris / Grigio | wine | /wine/pinot-gris/ | ❌ Gap | #27 #29 #26 #30 #25 #31 #32 #33 | ★ Italian Premium Masterclass |
| #29 | Wine | White Grapes | Gewürztraminer | wine | /wine/gewurztraminer/ | ❌ Gap | #28 #30 #27 #31 #32 #26 #33 #25 | ★ Essentials of Sommelier Skills |
| #30 | Wine | White Grapes | Viognier | wine | /wine/viognier/ | ❌ Gap | #29 #31 #32 #28 #33 #27 #34 #26 | ★ French Premium Class — Rhône Valley |
| #31 | Wine | White Grapes | Chenin Blanc | wine | /wine/chenin-blanc/ | ❌ Gap | #26 #32 #30 #33 #29 #34 #28 #27 | ★ French Premium Class — Loire Valley |
| #32 | Wine | White Grapes | Albariño | wine | /wine/albarino/ | ❌ Gap | #33 #31 #34 #30 #29 #28 | ★ Spanish Premium Masterclass |
| #33 | Wine | White Grapes | Grüner Veltliner | wine | /wine/gruner-veltliner/ | ❌ Gap | #32 #34 #31 #30 #29 #28 | ★ Essentials of Sommelier Skills |
| #34 | Wine | White Grapes | Sémillon | wine | /wine/semillon/ | ❌ Gap | #33 #32 #31 #30 #29 #28 | ★ French Premium Class — Bordeaux |
| #35 | Wine | Regions | French Wine Regions (overview) | wine | /wine/french-wine-regions/ | ✅ Existing | #36 #37 #38 #39 #40 #41 #42 #43 | ★ Wine Tour Experience in France + French Premium Class — Bordeaux + French Premium Class — Burgundy |
| #36 | Wine | Regions | Bordeaux | wine | /wine/bordeaux/ | ❌ Gap | #35 #37 #38 #39 #40 #41 | ★ French Premium Class — Bordeaux + Cheval des Andes Mendoza 2021 + Wine Tour Experience in France |
| #37 | Wine | Regions | Burgundy | wine | /wine/burgundy/ | ❌ Gap | #35 #36 #38 #39 #40 #41 | ★ French Premium Class — Burgundy + Wine Tour Experience in France |
| #38 | Wine | Regions | Champagne | wine | /wine/champagne/ | ❌ Gap | #35 #37 #39 #36 #40 #41 | ★ French Premium Class — Champagne + Dom Pérignon 2017 + Champagne Saber |
| #39 | Wine | Regions | Rhône Valley | wine | /wine/rhone-valley/ | ❌ Gap | #40 #54 #55 #35 #38 #37 #41 #36 | ★ French Premium Class — Rhône Valley |
| #40 | Wine | Regions | Loire Valley | wine | /wine/loire-valley/ | ❌ Gap | #39 #54 #55 #35 #41 #38 #42 #37 | ★ French Premium Class — Loire Valley |
| #41 | Wine | Regions | Alsace | wine | /wine/alsace/ | ❌ Gap | #35 #40 #42 #39 #43 #38 #44 #37 | ★ Essentials of Sommelier Skills |
| #42 | Wine | Regions | Provence | wine | /wine/provence/ | ❌ Gap | #35 #41 #43 #40 #44 #39 #45 | ★ Essentials of Sommelier Skills |
| #43 | Wine | Regions | Italy (overview) | wine | /wine/italy/ | ❌ Gap | #35 #42 #44 #41 #45 #40 #46 | ★ Italian Premium Masterclass |
| #44 | Wine | Regions | Tuscany | wine | /wine/tuscany/ | ❌ Gap | #35 #43 #45 #42 #46 #41 #47 | ★ Italian Premium Masterclass |
| #45 | Wine | Regions | Piedmont | wine | /wine/piedmont/ | ❌ Gap | #35 #44 #46 #43 #47 #42 #48 | ★ Italian Premium Masterclass |
| #46 | Wine | Regions | Sicily | wine | /wine/sicily/ | ❌ Gap | #35 #45 #47 #44 #48 #43 #49 | ★ Italian Premium Masterclass |
| #47 | Wine | Regions | Veneto | wine | /wine/veneto/ | ❌ Gap | #35 #46 #48 #45 #49 #44 #50 | ★ Italian Premium Masterclass |
| #48 | Wine | Regions | Spain (overview) | wine | /wine/spain/ | ❌ Gap | #35 #47 #49 #46 #50 #45 #51 | ★ Spanish Premium Masterclass |
| #49 | Wine | Regions | Rioja | wine | /wine/rioja/ | ❌ Gap | #35 #48 #50 #47 #51 #46 #52 | ★ Spanish Premium Masterclass |
| #50 | Wine | Regions | Ribera del Duero | wine | /wine/ribera-del-duero/ | ❌ Gap | #35 #49 #51 #48 #52 #47 #53 | ★ Spanish Premium Masterclass |
| #51 | Wine | Regions | Priorat | wine | /wine/priorat/ | ❌ Gap | #35 #50 #52 #49 #53 #48 #56 | ★ Spanish Premium Masterclass |
| #52 | Wine | Regions | Germany | wine | /wine/germany/ | ❌ Gap | #35 #51 #53 #50 #54 #49 #56 | ★ Essentials of Sommelier Skills |
| #53 | Wine | Regions | Mosel | wine | /wine/mosel/ | ❌ Gap | #35 #52 #54 #51 #55 #50 #56 | ★ Essentials of Sommelier Skills |
| #54 | Wine | Regions | Napa Valley | wine | /wine/napa-valley/ | ❌ Gap | #55 #40 #39 #35 #53 #52 #56 | ★ Essentials of Sommelier Skills |
| #55 | Wine | Regions | Willamette Valley | wine | /wine/willamette-valley/ | ❌ Gap | #54 #40 #39 #35 #56 #53 | ★ Essentials of Sommelier Skills |
| #56 | Wine | Regions | Mendoza | wine | /wine/mendoza/ | ❌ Gap | #35 #55 #54 #53 #52 #51 | ★ Cheval des Andes Mendoza 2021 |
| #57 | Wine | Styles | Sparkling Wine | wine | /wine/sparkling-wine/ | ❌ Gap | #63 #58 #59 #60 #61 #62 | ★ French Premium Class — Champagne + Dom Pérignon 2017 + HORECA Sparkling Wine Immersive Training |
| #58 | Wine | Styles | Rosé Wine | wine | /wine/rose-wine/ | ❌ Gap | #63 #57 #59 #60 #61 #62 #64 | ★ French Premium Class — Bordeaux |
| #59 | Wine | Styles | Orange Wine | wine | /wine/orange-wine/ | ❌ Gap | #63 #58 #60 #57 #61 #62 #64 | ★ Essentials of Sommelier Skills |
| #60 | Wine | Styles | Light-Bodied vs Full-Bodied | wine | /wine/wine-body-styles/ | ❌ Gap | #63 #59 #61 #58 #62 #57 #64 | ★ Essentials of Sommelier Skills |
| #61 | Wine | Styles | Dessert & Sweet Wine | wine | /wine/dessert-and-sweet-wine/ | ❌ Gap | #63 #60 #62 #59 #64 #58 #57 | ★ Château d'Yquem 1999 |
| #62 | Wine | Styles | Fortified Wine | wine | /wine/fortified-wine/ | ❌ Gap | #63 #61 #64 #60 #59 #58 #57 | ★ Essentials of Sommelier Skills |
| #63 | Wine | Styles | Natural / Organic / Biodynamic | wine | /wine/natural-wine/ | ✅ Existing | #62 #64 #61 #60 #59 #58 #57 #65 | ★ Essentials of Sommelier Skills |
| #64 | Wine | Styles | Low-Alcohol & Dealcoholized | wine | /wine/low-alcohol-and-dealcoholized/ | ❌ Gap | #63 #62 #61 #60 #59 #58 | ★ Essentials of Sommelier Skills |
| #65 | Wine | Viticulture | Terroir | wine | /wine/terroir/ | ❌ Gap | #66 #67 #63 #35 #110 #111 | ★ Essentials of Sommelier Skills |
| #66 | Wine | Viticulture | Climate & Vintage Variation | wine | /wine/climate-and-vintage-variation/ | ❌ Gap | #65 #67 #63 #35 #110 #111 | ★ Essentials of Sommelier Skills |
| #67 | Wine | Viticulture | Harvest & Yield | wine | /wine/harvest-and-yield/ | ❌ Gap | #66 #65 #63 #35 #110 #111 | ★ Essentials of Sommelier Skills |
| #68 | Wine | Winemaking | Fermentation | wine | /wine/fermentation/ | ❌ Gap | #69 #70 #71 #63 #35 #110 | ★ Essentials of Sommelier Skills |
| #69 | Wine | Winemaking | Malolactic Fermentation | wine | /wine/malolactic-fermentation/ | ❌ Gap | #68 #70 #71 #63 #35 #110 | ★ Essentials of Sommelier Skills |
| #70 | Wine | Winemaking | Oak Aging & Barrel Types | wine | /wine/oak-aging-and-barrel-types/ | ❌ Gap | #71 #69 #68 #63 #35 #110 | ★ Essentials of Sommelier Skills |
| #71 | Wine | Winemaking | Aging in Bottle | wine | /wine/aging-in-bottle/ | ❌ Gap | #70 #69 #68 #63 #35 #110 | ★ Essentials of Sommelier Skills |
| #72 | Wine | Tasting | 5-Step Wine Tasting Method | tasting | /tasting/5-step-wine-tasting-method/ | ✅ Existing | #73 #74 #75 #2 #84 #85 #224 #225 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + Sip Guess — Ultimate Blind Tasting |
| #73 | Wine | Tasting | Blind Tasting | tasting | /tasting/blind-tasting/ | ❌ Gap | #72 #74 #75 #93 #145 #224 | ★ Sip Guess — Ultimate Blind Tasting + Essentials of Sommelier Skills |
| #74 | Wine | Tasting | Comparative Tasting | tasting | /tasting/comparative-tasting/ | ❌ Gap | #72 #73 #75 #93 #204 #84 | ★ Foundation of Sommelier Skills Intermediate + Sip Guess — Ultimate Blind Tasting |
| #75 | Wine | Tasting | WSET SAT | tasting | /tasting/wset-sat/ | ❌ Gap | #72 #74 #73 #96 #93 #204 | ★ Essentials of Sommelier Skills |
| #76 | Wine | Service | Restaurant Wine Service Standards | wine | /wine/restaurant-wine-service-standards/ | ❌ Gap | #77 #78 #79 #93 #151 #197 | ★ HORECA Foundation of Sommelier Skills Basic + HORECA Wine Etiquette & Manners + HORECA Sparkling Wine Immersive Training |
| #77 | Wine | Service | Wine Service Etiquette | wine | /wine/wine-service-etiquette/ | ⚠️ Thin | #76 #78 #79 #93 #197 #84 | ★ HORECA Wine Etiquette & Manners + Ladies Social Wine Manner |
| #78 | Wine | Service | Decanting & Aerating | wine | /wine/decanting-and-aerating/ | ❌ Gap | #77 #79 #76 #6 #93 #149 | ★ Electric Wine Aerator with Vacuum Saver + Essentials of Sommelier Skills |
| #79 | Wine | Service | Wine by the Glass Program | wine | /wine/wine-by-the-glass-program/ | ❌ Gap | #78 #77 #76 #93 #182 #197 | ★ Electric Wine Dispenser Pulltaps + BC06 Bermar Tower Portable |
| #80 | Wine | Storage | How to Store Wine (consumer) | wine | /wine/how-to-store-wine/ | ❌ Gap | #81 #82 #83 #63 #110 #111 | ★ BC06 Bermar Tower Portable + Essentials of Sommelier Skills |
| #81 | Wine | Storage | Wine Cellar Design | wine | /wine/wine-cellar-design/ | ❌ Gap | #80 #82 #83 #63 #110 #111 | ★ BC06 Bermar Tower Portable + Essentials of Sommelier Skills |
| #82 | Wine | Storage | Wine Fridge vs Cooler | wine | /wine/wine-fridge-vs-cooler/ | ❌ Gap | #81 #83 #80 #63 #110 #111 #114 | ★ BC06 Bermar Tower Portable |
| #83 | Wine | Storage | Cork vs Screw Cap vs Synthetic | wine | /wine/cork-vs-screw-cap-vs-synthetic/ | ❌ Gap | #82 #81 #80 #63 #110 #111 #113 #114 | ★ Essentials of Sommelier Skills + Corkscrew Pulltex Basic White |
| #84 | Wine | Pairing | Wine & Food Pairing Fundamentals | pairing | /pairing/wine-and-food-pairing-fundamentals/ | ❌ Gap | #85 #86 #92 #93 #87 #88 #160 #72 | ★ Wine Etiquette & Pairings + Essentials of Sommelier Skills |
| #85 | Wine | Pairing | Wine & Thai Food (pillar) | pairing | /pairing/wine-and-thai-food/ | 🔁 Cannibal | #86 #92 #84 #87 #88 #93 #72 | ★ Wine Etiquette & Pairings + Essentials of Sommelier Skills |
| #86 | Wine | Pairing | Wine & Thai Spicy Food | pairing | /pairing/wine-and-thai-spicy-food/ | ❌ Gap | #85 #92 #87 #84 #88 #93 #89 #161 | ★ Wine Etiquette & Pairings |
| #87 | Wine | Pairing | Wine & Thai Seafood | pairing | /pairing/wine-and-thai-seafood/ | ❌ Gap | #86 #88 #85 #92 #93 #89 #84 #90 | ★ Wine Etiquette & Pairings |
| #88 | Wine | Pairing | Wine & Thai Curries | pairing | /pairing/wine-and-thai-curries/ | ❌ Gap | #87 #86 #85 #92 #93 #89 #90 #91 | ★ Wine Etiquette & Pairings |
| #89 | Wine | Pairing | Wine & Cheese | pairing | /pairing/wine-and-cheese/ | ❌ Gap | #93 #88 #90 #87 #91 #86 #163 | ★ Wine Etiquette & Pairings |
| #90 | Wine | Pairing | Wine & Chocolate | pairing | /pairing/wine-and-chocolate/ | ❌ Gap | #93 #89 #91 #88 #92 #87 | ★ Wine Etiquette & Pairings + Château d'Yquem 1999 |
| #91 | Wine | Pairing | Wine & BBQ / Grilled Meat | pairing | /pairing/wine-and-bbq-grilled-meat/ | ❌ Gap | #93 #90 #92 #89 #88 #87 | ★ Wine Etiquette & Pairings |
| #92 | Wine | Pairing | Sake & Thai Food (sake-section) | pairing | /pairing/sake-and-thai-food/ | 🔁 Cannibal | #86 #85 #88 #87 #84 #93 #91 #90 | ★ Sake Studies Basic |
| #93 | Wine | Pairing | Pairing Express 5 bottles <800 THB | pairing | /pairing/pairing-express-5-bottles-800-thb/ | ✅ Existing | #92 #91 #90 #89 #88 #87 #86 #85 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + Gift Voucher — Wine Class |
| #94 | Wine | Career | How to Become a Sommelier | sommelier-training | /sommelier-training/how-to-become-a-sommelier/ | ✅ Existing | #95 #101 #96 #97 #99 #98 #165 #233 | ★ Essentials of Sommelier Skills + Foundation of Sommelier Skills Intermediate + Foundation of Sommelier Skills Advanced |
| #95 | Wine | Career | Sommelier Career Path (Global) | sommelier-training | /sommelier-training/sommelier-career-path/ | ✅ Existing | #94 #101 #96 #97 #99 #98 #102 #165 | ★ Essentials of Sommelier Skills + Foundation of Sommelier Skills Advanced |
| #96 | Wine | Career | WSET vs CMS vs FSS | sommelier-training | /sommelier-training/wset-vs-cms-vs-fss/ | ✅ Existing | #99 #100 #98 #97 #95 #94 #102 #227 | ★ Essentials of Sommelier Skills |
| #97 | Wine | Career | Top Certified Wine Programs in Bangkok | sommelier-training | /sommelier-training/top-certified-wine-programs-in-bangkok/ | ✅ Existing | #96 #99 #95 #100 #94 #98 #102 | ★ Essentials of Sommelier Skills + Wine Class Bangkok — Foundation of Sommelier Skills Basic |
| #98 | Wine | Career | FSS Essentials | sommelier-training | /sommelier-training/fss-essentials/ | 🔁 Cannibal | #99 #96 #100 #97 #101 #95 #94 | ★ Essentials of Sommelier Skills |
| #99 | Wine | Career | FSS Basic | sommelier-training | /sommelier-training/fss-basic/ | ✅ Existing | #100 #96 #98 #97 #101 #95 #94 #102 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic |
| #100 | Wine | Career | FSS Advanced | sommelier-training | /sommelier-training/fss-advanced/ | ✅ Existing | #99 #96 #98 #101 #97 #102 #166 | ★ Foundation of Sommelier Skills Advanced |
| #101 | Wine | Career | Best Sommelier School Bangkok | sommelier-training | /sommelier-training/best-sommelier-school-bangkok/ | ✅ Existing | #95 #94 #100 #99 #102 #98 #110 #165 | ★ Essentials of Sommelier Skills + Foundation of Sommelier Skills Intermediate |
| #102 | Wine | Career | Why Choose WSA | sommelier-training | /sommelier-training/why-choose-wsa/ | 🔁 Cannibal | #101 #100 #99 #97 #96 #95 | ★ Essentials of Sommelier Skills + Wine Class Bangkok — Foundation of Sommelier Skills Basic |
| #103 | Wine | Tours | Wine Tour in France 2026 | tours | /tours/wine-tour-in-france-2026/ | ✅ Existing | #104 #105 #106 #107 #108 #109 #110 #226 | ★ Wine Tour Experience in France + French Premium Class — Bordeaux |
| #104 | Wine | Tours | Why Join a Wine Tour | tours | /tours/why-join-a-wine-tour/ | ✅ Existing | #103 #105 #106 #107 #108 #109 #226 | ★ Wine Tour Experience in France |
| #105 | Wine | Tours | Bordeaux Wine Tour | tours | /tours/bordeaux-wine-tour/ | ❌ Gap | #104 #103 #106 #107 #108 #109 | ★ Wine Tour Experience in France + French Premium Class — Bordeaux |
| #106 | Wine | Tours | Burgundy Wine Tour | tours | /tours/burgundy-wine-tour/ | ❌ Gap | #104 #103 #105 #107 #108 #109 | ★ Wine Tour Experience in France + French Premium Class — Burgundy |
| #107 | Wine | Tours | Champagne Wine Tour | tours | /tours/champagne-wine-tour/ | ❌ Gap | #104 #103 #106 #108 #105 #109 | ★ Wine Tour Experience in France + French Premium Class — Champagne |
| #108 | Wine | Tours | Rhône Valley Wine Tour | tours | /tours/rhone-valley-wine-tour/ | ❌ Gap | #104 #103 #107 #109 #106 #105 | ★ Wine Tour Experience in France + French Premium Class — Rhône Valley |
| #109 | Wine | Tours | Italian Wine Tour | tours | /tours/italian-wine-tour/ | ❌ Gap | #104 #103 #108 #107 #106 #105 #113 | ★ Wine Tour Experience in France + Italian Premium Masterclass |
| #110 | Wine | Experiences | Best Wine Experiences Bangkok 2026 | wine | /wine/best-wine-experiences-bangkok-2026/ | ✅ Existing | #111 #113 #114 #112 #103 #101 #83 #82 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + VIP Wine & Sake Tasting with Gourmet Canapés (Corporate) |
| #111 | Wine | Experiences | Private French Masterclass | wine | /wine/private-french-masterclass/ | ✅ Existing | #113 #112 #110 #114 #35 #83 #82 #81 | ★ French Premium Class — Bordeaux + VIP Wine & Sake Tasting with Gourmet Canapés (Corporate) |
| #112 | Wine | Experiences | French Premium Class | wine | /wine/french-premium-class/ | 🔁 Cannibal | #111 #113 #110 #114 #35 #229 | ★ French Premium Class — Bordeaux + French Premium Class — Burgundy + French Premium Class — Champagne |
| #113 | Wine | Experiences | Italian & Spanish Masterclass | wine | /wine/italian-and-spanish-masterclass/ | ✅ Existing | #111 #114 #110 #112 #109 #83 | ★ Italian Premium Masterclass + Spanish Premium Masterclass |
| #114 | Wine | Experiences | Michelin Grappes Award | wine | /wine/michelin-grappes-award/ | ✅ Existing | #113 #111 #110 #112 #83 #82 | ★ Essentials of Sommelier Skills |
| #115 | Sake | Types | Types of Sake (pillar) | sake | /sake/types-of-sake/ | ❌ Gap | #116 #117 #118 #119 #120 #121 | ★ Sake Studies Basic + Sake Studies Advanced + Sake Fundamentals Course |
| #116 | Sake | Types | Junmai | sake | /sake/junmai/ | ❌ Gap | #120 #121 #115 #117 #118 #119 | ★ Sake Studies Basic |
| #117 | Sake | Types | Honjozo | sake | /sake/honjozo/ | ❌ Gap | #116 #118 #115 #119 #120 #121 | ★ Sake Studies Basic |
| #118 | Sake | Types | Ginjo | sake | /sake/ginjo/ | ❌ Gap | #120 #117 #119 #116 #115 #121 | ★ Sake Studies Advanced |
| #119 | Sake | Types | Daiginjo | sake | /sake/daiginjo/ | ❌ Gap | #121 #118 #120 #117 #116 #122 #115 | ★ Sake Studies Advanced |
| #120 | Sake | Types | Junmai Ginjo | sake | /sake/junmai-ginjo/ | ❌ Gap | #121 #118 #116 #119 #122 #117 #123 #115 | ★ Sake Studies Basic |
| #121 | Sake | Types | Junmai Daiginjo | sake | /sake/junmai-daiginjo/ | ❌ Gap | #120 #119 #116 #122 #123 #118 #124 #117 | ★ Sake Studies Advanced |
| #122 | Sake | Types | Nigori | sake | /sake/nigori/ | ❌ Gap | #121 #123 #120 #124 #119 #125 #126 #127 | ★ Sake Studies Basic |
| #123 | Sake | Types | Namazake | sake | /sake/namazake/ | ❌ Gap | #122 #124 #121 #125 #120 #126 #127 #128 | ★ Sake Studies Basic |
| #124 | Sake | Types | Genshu | sake | /sake/genshu/ | ❌ Gap | #123 #125 #122 #126 #121 #127 #128 | ★ Sake Studies Basic |
| #125 | Sake | Types | Koshu | sake | /sake/koshu/ | ❌ Gap | #124 #126 #123 #127 #128 #122 | ★ Sake Studies Advanced |
| #126 | Sake | Types | Sparkling Sake | sake | /sake/sparkling-sake/ | ❌ Gap | #125 #127 #128 #124 #123 #122 | ★ Sake Studies Basic + French Premium Class — Champagne |
| #127 | Sake | Types | Taru Sake | sake | /sake/taru-sake/ | ❌ Gap | #128 #126 #125 #124 #123 #122 | ★ Sake Studies Basic |
| #128 | Sake | Types | Doburoku | sake | /sake/doburoku/ | ❌ Gap | #127 #126 #125 #124 #123 #122 | ★ Sake Studies Basic |
| #129 | Sake | Brewing | How Sake Is Made (pillar) | sake | /sake/how-sake-is-made/ | ❌ Gap | #130 #131 #132 #133 #134 #138 | ★ Sake Studies Basic + Sake Studies Advanced |
| #130 | Sake | Brewing | Shubo (starter mash) | sake | /sake/shubo/ | ❌ Gap | #131 #129 #132 #133 #134 #138 | ★ Sake Studies Advanced |
| #131 | Sake | Brewing | Moromi (main mash) | sake | /sake/moromi/ | ❌ Gap | #130 #132 #129 #133 #134 #138 | ★ Sake Studies Advanced |
| #132 | Sake | Brewing | Pressing | sake | /sake/pressing/ | ❌ Gap | #131 #133 #130 #134 #129 #138 | ★ Sake Studies Advanced |
| #133 | Sake | Brewing | Pasteurization | sake | /sake/pasteurization/ | ❌ Gap | #132 #134 #131 #130 #129 #138 | ★ Sake Studies Advanced |
| #134 | Sake | Brewing | Maturation & Aging | sake | /sake/maturation-and-aging/ | ❌ Gap | #133 #132 #131 #130 #129 #138 #140 #135 | ★ Sake Studies Advanced |
| #135 | Sake | Ingredients | Sake Rice | sake | /sake/sake-rice/ | ❌ Gap | #137 #136 #138 #139 #140 #134 | ★ Sake Studies Basic |
| #136 | Sake | Ingredients | Yamadanishiki | sake | /sake/yamadanishiki/ | ❌ Gap | #135 #137 #138 #139 #140 #134 | ★ Sake Studies Advanced |
| #137 | Sake | Ingredients | Rice Polishing Ratio | sake | /sake/rice-polishing-ratio/ | ❌ Gap | #135 #136 #138 #139 #140 #134 | ★ Sake Studies Basic |
| #138 | Sake | Ingredients | Water in Sake Brewing | sake | /sake/water-in-sake-brewing/ | ❌ Gap | #140 #137 #139 #136 #135 #134 #133 #132 | ★ Sake Studies Basic |
| #139 | Sake | Ingredients | Koji-kin | sake | /sake/koji-kin/ | ❌ Gap | #138 #140 #137 #136 #135 #141 | ★ Sake Studies Advanced |
| #140 | Sake | Ingredients | Yeast in Sake Brewing | sake | /sake/yeast-in-sake-brewing/ | ❌ Gap | #138 #139 #137 #136 #135 #134 | ★ Sake Studies Advanced |
| #141 | Sake | Tasting | How to Taste Sake | sake | /sake/how-to-taste-sake/ | ❌ Gap | #142 #143 #144 #145 #139 #160 #161 | ★ Sake Studies Basic |
| #142 | Sake | Tasting | Sake Flavor Wheel | sake | /sake/sake-flavor-wheel/ | ❌ Gap | #141 #143 #144 #145 #160 #161 | ★ Sake Studies Advanced |
| #143 | Sake | Tasting | Sake SMV / Nihonshu-do | sake | /sake/sake-smv-nihonshu-do/ | ❌ Gap | #142 #144 #141 #145 #160 #161 | ★ Sake Studies Advanced |
| #144 | Sake | Tasting | Sake Acidity & Amino Acids | sake | /sake/sake-acidity-and-amino-acids/ | ❌ Gap | #143 #145 #142 #141 #160 #161 | ★ Sake Studies Advanced |
| #145 | Sake | Tasting | Blind Sake Tasting | sake | /sake/blind-sake-tasting/ | ❌ Gap | #144 #143 #142 #141 #73 #224 | ★ Sip Guess — Ultimate Blind Tasting + Sake Studies Basic |
| #146 | Sake | Service | Sake Serving Temperature | sake | /sake/sake-serving-temperature/ | ❌ Gap | #147 #148 #149 #150 #151 #5 | ★ Sake Studies Basic + HORECA Foundation of Sommelier Skills Basic |
| #147 | Sake | Service | Sake Glassware & Ochoko | sake | /sake/sake-glassware-and-ochoko/ | ❌ Gap | #146 #148 #149 #150 #151 #160 | ★ Sake Studies Basic + Lehmann Collection Jamesse Grand Blanc 54cl |
| #148 | Sake | Service | How to Pour Sake | sake | /sake/how-to-pour-sake/ | ❌ Gap | #147 #149 #146 #150 #151 #160 | ★ Sake Studies Basic + HORECA Foundation of Sommelier Skills Basic |
| #149 | Sake | Service | Decanting Sake | sake | /sake/decanting-sake/ | ❌ Gap | #148 #150 #147 #151 #146 #78 | ★ Sake Studies Basic |
| #150 | Sake | Service | Sake Storage | sake | /sake/sake-storage/ | ❌ Gap | #149 #151 #148 #147 #146 #160 #162 #164 | ★ BC06 Bermar Tower Portable |
| #151 | Sake | Service | Restaurant Sake Service | sake | /sake/restaurant-sake-service/ | ❌ Gap | #150 #149 #148 #147 #146 #76 #162 #163 | ★ HORECA Foundation of Sommelier Skills Basic + Sake Studies Basic |
| #152 | Sake | Regions | Sake Regions of Japan | sake | /sake/sake-regions-of-japan/ | ❌ Gap | #153 #154 #155 #156 #157 #158 | ★ Sake Studies Basic + Sake Studies Advanced |
| #153 | Sake | Regions | Fushimi (Kyoto) | sake | /sake/fushimi/ | ❌ Gap | #152 #154 #155 #156 #157 #158 #159 | ★ Sake Studies Advanced |
| #154 | Sake | Regions | Nada (Kobe/Hyogo) | sake | /sake/nada/ | ❌ Gap | #153 #155 #152 #156 #157 #158 #159 | ★ Sake Studies Advanced |
| #155 | Sake | Regions | Niigata | sake | /sake/niigata/ | ❌ Gap | #154 #156 #153 #157 #152 #158 #159 | ★ Sake Studies Advanced |
| #156 | Sake | Regions | Akita | sake | /sake/akita/ | ❌ Gap | #155 #157 #154 #158 #153 #159 #152 | ★ Sake Studies Advanced |
| #157 | Sake | Regions | Hiroshima | sake | /sake/hiroshima/ | ❌ Gap | #156 #158 #155 #159 #154 #153 #152 | ★ Sake Studies Advanced |
| #158 | Sake | Regions | Yamagata | sake | /sake/yamagata/ | ❌ Gap | #157 #159 #156 #155 #154 #153 #152 | ★ Sake Studies Advanced |
| #159 | Sake | Regions | Nagano | sake | /sake/nagano/ | ❌ Gap | #158 #157 #156 #155 #154 #153 | ★ Sake Studies Advanced |
| #160 | Sake | Pairing | Sake & Food Pairing Fundamentals | sake | /sake/sake-and-food-pairing-fundamentals/ | ❌ Gap | #161 #162 #163 #164 #84 #92 #150 #148 | ★ Sake Studies Basic + Wine Etiquette & Pairings |
| #161 | Sake | Pairing | Sake & Thai Food | sake | /sake/sake-and-thai-food/ | ❌ Gap | #160 #162 #163 #164 #92 #86 #167 #144 | ★ Sake Studies Basic + Wine Etiquette & Pairings |
| #162 | Sake | Pairing | Sake & Japanese Cuisine | sake | /sake/sake-and-japanese-cuisine/ | ❌ Gap | #161 #163 #160 #164 #167 #151 #150 | ★ Sake Studies Basic |
| #163 | Sake | Pairing | Sake & Cheese | sake | /sake/sake-and-cheese/ | ❌ Gap | #162 #164 #161 #160 #89 #167 #151 | ★ Sake Studies Basic |
| #164 | Sake | Pairing | Sake & Sushi & Sashimi | sake | /sake/sake-and-sushi-and-sashimi/ | ❌ Gap | #163 #162 #161 #160 #167 #151 #150 | ★ Sake Studies Basic |
| #165 | Sake | Career | Sake Sommelier Career Path | sake | /sake/sake-sommelier-career-path/ | ❌ Gap | #166 #95 #101 #94 #197 #206 #167 | ★ Sake Studies Advanced + Essentials of Sommelier Skills |
| #166 | Sake | Career | WSET vs Kikisake-shi | sake | /sake/wset-vs-kikisake-shi/ | ❌ Gap | #165 #96 #227 #101 #100 #99 #167 | ★ Sake Studies Advanced + Essentials of Sommelier Skills |
| #167 | Sake | Course | Sake Course Bangkok (pillar) | sake | /sake/sake-course-bangkok/ | 🔁 Cannibal | #166 #165 #164 #163 #162 #161 | ★ Sake Studies Basic + Sake Studies Advanced + Sake Fundamentals Course |
| #168 | HORECA | Training | Why WSA HORECA Programs Help | horeca | /horeca/why-wsa-horeca-programs-help/ | ✅ Existing | #169 #170 #171 #172 #173 #174 #175 #176 | ★ HORECA Foundation of Sommelier Skills Basic + HORECA Sparkling Wine Immersive Training + HORECA Wine Etiquette & Manners |
| #169 | HORECA | Training | HORECA Wine & Sake Training for Hotels/Restaurants | horeca | /horeca/horeca-wine-and-sake-training-for-hotels-restaurants/ | ✅ Existing | #174 #168 #170 #171 #172 #173 #175 #176 | ★ HORECA Foundation of Sommelier Skills Basic + Sake Studies Basic |
| #170 | HORECA | Training | Restaurant Wine Training | horeca | /horeca/restaurant-wine-training/ | ❌ Gap | #169 #168 #171 #172 #173 #174 | ★ HORECA Foundation of Sommelier Skills Basic + HORECA Wine Etiquette & Manners |
| #171 | HORECA | Training | Hotel Wine Training | horeca | /horeca/hotel-wine-training/ | ❌ Gap | #169 #168 #170 #172 #173 #174 | ★ HORECA Foundation of Sommelier Skills Basic + HORECA Sparkling Wine Immersive Training |
| #172 | HORECA | Training | Bar Staff Training | horeca | /horeca/bar-staff-training/ | ❌ Gap | #169 #168 #171 #173 #170 #174 #175 #176 | ★ HORECA Foundation of Sommelier Skills Basic + Wine & Sake Mixology |
| #173 | HORECA | Training | Sommelier Training for Service Teams | horeca | /horeca/sommelier-training-for-service-teams/ | ❌ Gap | #174 #169 #168 #172 #171 #175 #170 #176 | ★ HORECA Foundation of Sommelier Skills Basic + Essentials of Sommelier Skills |
| #174 | HORECA | Training | Sake Service Training for Restaurants | horeca | /horeca/sake-service-training-for-restaurants/ | ❌ Gap | #169 #173 #168 #175 #172 #176 #171 #170 | ★ Sake Studies Basic + HORECA Foundation of Sommelier Skills Basic |
| #175 | HORECA | Training | Wine Cocktail / Mixology Training | horeca | /horeca/wine-cocktail-mixology-training/ | ❌ Gap | #169 #168 #174 #176 #173 #172 | ★ Wine & Sake Mixology + HORECA Foundation of Sommelier Skills Basic |
| #176 | HORECA | Training | HORECA Wine Etiquette & Manners | horeca | /horeca/horeca-wine-etiquette-and-manners/ | ⚠️ Thin | #169 #168 #175 #174 #173 #172 | ★ HORECA Wine Etiquette & Manners |
| #177 | HORECA | Programs | Restaurant Wine Program | horeca | /horeca/restaurant-wine-program/ | ❌ Gap | #178 #182 #179 #180 #181 #183 #200 | ★ HORECA Foundation of Sommelier Skills Basic + Electric Wine Dispenser Pulltaps + BC06 Bermar Tower Portable |
| #178 | HORECA | Programs | Hotel Beverage Program | horeca | /horeca/hotel-beverage-program/ | ❌ Gap | #177 #181 #182 #179 #180 #183 #200 | ★ HORECA Foundation of Sommelier Skills Basic + BC06 Bermar Tower Portable + Electric Wine Dispenser Pulltaps |
| #179 | HORECA | Programs | Wine List Engineering | horeca | /horeca/wine-list-engineering/ | ❌ Gap | #180 #181 #183 #178 #177 #182 #198 | ★ HORECA Foundation of Sommelier Skills Basic |
| #180 | HORECA | Programs | Sake Menu Engineering | horeca | /horeca/sake-menu-engineering/ | ❌ Gap | #181 #179 #178 #182 #177 #183 #199 | ★ Sake Studies Basic + HORECA Foundation of Sommelier Skills Basic |
| #181 | HORECA | Programs | Beverage Menu Engineering | horeca | /horeca/beverage-menu-engineering/ | ❌ Gap | #180 #179 #178 #182 #183 #177 #199 | ★ HORECA Foundation of Sommelier Skills Basic |
| #182 | HORECA | Programs | Wine by the Glass Program | horeca | /horeca/wine-by-the-glass-program/ | ❌ Gap | #178 #177 #181 #183 #180 #179 #200 #79 | ★ Electric Wine Dispenser Pulltaps + BC06 Bermar Tower Portable |
| #183 | HORECA | Programs | Wine List Pricing Strategy | horeca | /horeca/wine-list-pricing-strategy/ | ❌ Gap | #179 #182 #181 #180 #178 #177 #198 | ★ HORECA Foundation of Sommelier Skills Basic |
| #184 | HORECA | Operations | Beverage Cost Control | horeca | /horeca/beverage-cost-control/ | ❌ Gap | #185 #186 #187 #188 #189 #191 | ★ HORECA Foundation of Sommelier Skills Basic |
| #185 | HORECA | Operations | Beverage Cost of Goods (CoGS) | horeca | /horeca/beverage-cost-of-goods/ | ❌ Gap | #184 #186 #187 #188 #189 #191 #192 | ★ HORECA Foundation of Sommelier Skills Basic |
| #186 | HORECA | Operations | Beverage Inventory Management | horeca | /horeca/beverage-inventory-management/ | ❌ Gap | #185 #187 #184 #188 #189 #191 #192 #190 | ★ HORECA Foundation of Sommelier Skills Basic + Electric Wine Dispenser Pulltaps |
| #187 | HORECA | Operations | Beverage Purchasing & Vendor Negotiation | horeca | /horeca/beverage-purchasing-and-vendor-negotiation/ | ❌ Gap | #186 #188 #185 #189 #184 #191 #192 #190 | ★ HORECA Foundation of Sommelier Skills Basic |
| #188 | HORECA | Operations | Beverage Audits | horeca | /horeca/beverage-audits/ | ❌ Gap | #187 #189 #186 #185 #191 #192 #184 #190 | ★ HORECA Foundation of Sommelier Skills Basic |
| #189 | HORECA | Operations | Beverage Profitability & Contribution Margin | horeca | /horeca/beverage-profitability-and-contribution-margin/ | ❌ Gap | #188 #187 #191 #192 #186 #185 #184 #190 | ★ HORECA Foundation of Sommelier Skills Basic |
| #190 | HORECA | Operations | Reducing Wine Waste / Breakage | horeca | /horeca/reducing-wine-waste-breakage/ | ❌ Gap | #189 #191 #192 #188 #187 #186 | ★ BC06 Bermar Tower Portable + Electric Wine Dispenser Pulltaps |
| #191 | HORECA | Operations | POS & Beverage System Integration | horeca | /horeca/pos-and-beverage-system-integration/ | ❌ Gap | #192 #189 #188 #187 #186 #185 #184 #190 | ★ Electric Wine Dispenser Pulltaps |
| #192 | HORECA | Operations | Beverage SOPs & Training | horeca | /horeca/beverage-sops-and-training/ | ❌ Gap | #191 #189 #188 #187 #186 #185 #190 #196 | ★ HORECA Foundation of Sommelier Skills Basic |
| #193 | HORECA | Sales | Wine Upselling Techniques | horeca | /horeca/wine-upselling-techniques/ | ❌ Gap | #194 #195 #196 #197 #174 #173 | ★ HORECA Foundation of Sommelier Skills Basic + Wine Etiquette & Pairings |
| #194 | HORECA | Sales | Pairing Upselling | horeca | /horeca/pairing-upselling/ | ❌ Gap | #193 #195 #196 #197 #174 #173 | ★ HORECA Foundation of Sommelier Skills Basic + Wine Etiquette & Pairings |
| #195 | HORECA | Sales | Premium Bottle Suggestion Scripts | horeca | /horeca/premium-bottle-suggestion-scripts/ | ❌ Gap | #194 #196 #193 #197 #174 #173 | ★ HORECA Foundation of Sommelier Skills Basic |
| #196 | HORECA | Sales | Beverage Server Training 101 | horeca | /horeca/beverage-server-training-101/ | ❌ Gap | #195 #194 #193 #192 #174 #173 | ★ HORECA Foundation of Sommelier Skills Basic |
| #197 | HORECA | Consulting | Professional Sommelier Service | horeca | /horeca/professional-sommelier-service/ | ✅ Existing | #198 #199 #200 #173 #174 #195 #194 #193 | ★ HORECA Foundation of Sommelier Skills Basic + Essentials of Sommelier Skills |
| #198 | HORECA | Consulting | Wine List Consulting | horeca | /horeca/wine-list-consulting/ | ❌ Gap | #197 #199 #200 #183 #179 #174 | ★ HORECA Foundation of Sommelier Skills Basic |
| #199 | HORECA | Consulting | Sake Menu Consulting | horeca | /horeca/sake-menu-consulting/ | ❌ Gap | #197 #198 #200 #181 #180 #174 | ★ Sake Studies Basic + HORECA Foundation of Sommelier Skills Basic |
| #200 | HORECA | Consulting | Wine & Sake Program Audit | horeca | /horeca/wine-and-sake-program-audit/ | ❌ Gap | #197 #199 #198 #182 #178 #177 | ★ HORECA Foundation of Sommelier Skills Basic |
| #201 | Corporate | Pillar | Corporate Wine Tasting (pillar) | corporate | /corporate/corporate-wine-tasting/ | 🔁 Cannibal | #204 #202 #203 #208 #205 #206 | ★ Wine Tasting Team Building + VIP Wine & Sake Tasting with Gourmet Canapés (Corporate) + Wine & Sake Mixology |
| #202 | Corporate | Audience | Corporate Wine Tasting for Team Building | corporate | /corporate/corporate-wine-tasting-for-team-building/ | ❌ Gap | #204 #203 #205 #206 #208 #201 #207 | ★ Wine Tasting Team Building + VIP Wine & Sake Tasting with Gourmet Canapés (Corporate) |
| #203 | Corporate | Audience | Corporate Wine Tasting for Client Entertainment | corporate | /corporate/corporate-wine-tasting-for-client-entertainment/ | ❌ Gap | #204 #202 #205 #206 #201 #208 #207 | ★ VIP Wine & Sake Tasting with Gourmet Canapés (Corporate) + Wine Tasting Team Building |
| #204 | Corporate | Audience | VIP Wine & Sake Tasting with Canapés | corporate | /corporate/vip-wine-and-sake-tasting-with-canapes/ | ✅ Existing | #203 #202 #205 #206 #201 #208 #207 #75 | ★ VIP Wine & Sake Tasting with Gourmet Canapés (Corporate) |
| #205 | Corporate | Audience | HR Event Manager's Guide | corporate | /corporate/hr-event-manager-s-guide/ | ✅ Existing | #204 #206 #203 #202 #207 #208 #201 | ★ Wine Tasting Team Building + VIP Wine & Sake Tasting with Gourmet Canapés (Corporate) |
| #206 | Corporate | Audience | Sommelier for Corporate Events | corporate | /corporate/sommelier-for-corporate-events/ | ✅ Existing | #205 #204 #203 #202 #207 #208 #201 #165 | ★ VIP Wine & Sake Tasting with Gourmet Canapés (Corporate) + Wine Tasting Team Building |
| #207 | Corporate | Formats | Wine & Sake Mixology | corporate | /corporate/wine-and-sake-mixology/ | ⚠️ Thin | #208 #206 #205 #204 #203 #202 | ★ Wine & Sake Mixology + Wine Tasting Team Building |
| #208 | Corporate | Formats | Wine Tasting Team Building | corporate | /corporate/wine-tasting-team-building/ | ⚠️ Thin | #207 #202 #204 #203 #201 #206 #205 | ★ Wine Tasting Team Building |
| #209 | Retail / Brand | Gifts | Wine Gift Guide Bangkok 2026 | lifestyle | /lifestyle/wine-gift-guide-bangkok-2026/ | ✅ Existing | #210 #211 #212 #213 #214 #215 | ★ Gift Voucher — Wine Class + Dom Pérignon 2017 + Champagne Saber |
| #210 | Retail / Brand | Accessories | Essential Sommelier Accessories | lifestyle | /lifestyle/essential-sommelier-accessories/ | ✅ Existing | #211 #212 #213 #214 #215 #209 #219 #220 | ★ Corkscrew Pulltex Basic White + Electric Wine Aerator with Vacuum Saver + Premium Wine Opener |
| #211 | Retail / Brand | Accessories | How to Choose a Corkscrew | lifestyle | /lifestyle/how-to-choose-a-corkscrew/ | ❌ Gap | #210 #212 #213 #214 #215 #209 | ★ Corkscrew Pulltex Basic White + Premium Wine Opener |
| #212 | Retail / Brand | Accessories | How to Use a Decanter | lifestyle | /lifestyle/how-to-use-a-decanter/ | ❌ Gap | #210 #211 #213 #214 #215 #209 | ★ Electric Wine Aerator with Vacuum Saver + Essentials of Sommelier Skills |
| #213 | Retail / Brand | Accessories | Electric Wine Aerators | lifestyle | /lifestyle/electric-wine-aerators/ | ❌ Gap | #210 #212 #214 #211 #215 #216 #209 | ★ Electric Wine Aerator with Vacuum Saver + Essentials of Sommelier Skills |
| #214 | Retail / Brand | Accessories | Wine Dispenser Systems for Restaurants | lifestyle | /lifestyle/wine-dispenser-systems-for-restaurants/ | ❌ Gap | #210 #213 #215 #212 #211 #216 #209 | ★ Electric Wine Dispenser Pulltaps + BC06 Bermar Tower Portable |
| #215 | Retail / Brand | Accessories | Champagne Saber | lifestyle | /lifestyle/champagne-saber/ | ❌ Gap | #210 #214 #213 #212 #211 #216 #217 #218 | ★ Champagne Saber + Dom Pérignon 2017 |
| #216 | Retail / Brand | Brand | Bermar | lifestyle | /lifestyle/bermar/ | ✅ Existing | #217 #218 #219 #220 #221 #215 #214 #213 | ★ BC06 Bermar Tower Portable |
| #217 | Retail / Brand | Brand | Dom Pérignon | lifestyle | /lifestyle/dom-perignon/ | ✅ Existing | #216 #218 #219 #220 #221 #215 | ★ Dom Pérignon 2017 + French Premium Class — Champagne |
| #218 | Retail / Brand | Brand | Lehmann | lifestyle | /lifestyle/lehmann/ | ✅ Existing | #217 #216 #219 #220 #221 #215 | ★ Lehmann Collection Jamesse Grand Blanc 54cl + Lehmann Collection Jamesse Grand Champagne 40cl + Lehmann Collection Jamesse Synergie 52cl |
| #219 | Retail / Brand | Brand | Chartreuse | lifestyle | /lifestyle/chartreuse/ | ❌ Gap | #218 #217 #216 #220 #221 #210 | ★ Chartreuse Verte 70cl |
| #220 | Retail / Brand | Brand | Cheval des Andes | lifestyle | /lifestyle/cheval-des-andes/ | ❌ Gap | #218 #217 #216 #219 #221 #210 | ★ Cheval des Andes Mendoza 2021 |
| #221 | Retail / Brand | Brand | Glen Keet | lifestyle | /lifestyle/glen-keet/ | ❌ Gap | #218 #217 #216 #220 #219 #210 | ★ Glen Keet Estate 18 Years |
| #222 | Comparison | Wine | Sake vs Wine | wine | /wine/sake-vs-wine/ | ✅ Existing | #223 #227 #224 #225 #226 #228 #230 | ★ Sake Studies Basic + Wine Class Bangkok — Foundation of Sommelier Skills Basic |
| #223 | Comparison | Wine | Natural Wine vs Conventional Wine | wine | /wine/natural-wine-vs-conventional-wine/ | ❌ Gap | #222 #227 #224 #225 #226 #63 | ★ Essentials of Sommelier Skills |
| #224 | Comparison | Tasting | Blind Tasting vs Label-Guided Tasting | tasting | /tasting/blind-tasting-vs-label-guided-tasting/ | ❌ Gap | #225 #222 #227 #223 #226 #145 #73 #72 | ★ Sip Guess — Ultimate Blind Tasting |
| #225 | Comparison | Format | Wine Class vs Wine Tasting | tasting | /tasting/wine-class-vs-wine-tasting/ | ⚠️ Thin | #226 #224 #227 #222 #223 #72 | ★ Wine Class Bangkok — Foundation of Sommelier Skills Basic + Sip Guess — Ultimate Blind Tasting |
| #226 | Comparison | Format | Wine Tour vs Wine Class | tours | /tours/wine-tour-vs-wine-class/ | ❌ Gap | #225 #227 #222 #224 #223 #104 #103 | ★ Wine Tour Experience in France + Wine Class Bangkok — Foundation of Sommelier Skills Basic |
| #227 | Comparison | Certification | WSET vs CMS vs FSS | sommelier-training | /sommelier-training/wset-vs-cms-vs-fss-certification/ | ✅ Existing | #96 #222 #226 #225 #224 #223 #166 #231 | ★ Essentials of Sommelier Skills |
| #228 | History & Culture | Wine | Brief History of Wine | wine | /wine/brief-history-of-wine/ | ❌ Gap | #229 #230 #231 #232 #233 #222 | ★ Essentials of Sommelier Skills |
| #229 | History & Culture | Wine | History of French Wine | wine | /wine/history-of-french-wine/ | ❌ Gap | #228 #230 #231 #232 #111 #35 #112 | ★ Essentials of Sommelier Skills + French Premium Class — Bordeaux |
| #230 | History & Culture | Wine | Wine Culture in Thailand | wine | /wine/wine-culture-in-thailand/ | ❌ Gap | #229 #228 #232 #231 #233 #222 | ★ Wine Etiquette & Pairings |
| #231 | History & Culture | Sake | History of Sake | sake | /sake/history-of-sake/ | ❌ Gap | #232 #230 #229 #233 #228 #227 | ★ Sake Studies Basic |
| #232 | History & Culture | Sake | Sake Culture in Thailand | sake | /sake/sake-culture-in-thailand/ | ❌ Gap | #231 #230 #233 #229 #228 #227 | ★ Sake Studies Basic |
| #233 | History & Culture | Service | History of Sommelier Profession | sommelier-training | /sommelier-training/history-of-sommelier-profession/ | ❌ Gap | #197 #232 #231 #230 #228 #173 #101 #95 | ★ Essentials of Sommelier Skills |
4. Internal Linking Rules
Authority-flow minimum: for new or materially updated informational pages, aim for one clear link toward the cluster/commercial destination, at least two relevant sibling links where they genuinely help the reader, and a product/course CTA where commercial intent is appropriate. Cross-cluster bridge themes should include sake ↔ pairing, corporate ↔ HORECA, and tours ↔ training/masterclasses. Use varied natural anchors rather than repeating exact-match anchor text.
Matrix-first implementation
- Use the row-number links in the matrix as the editorial linking brief.
- Place links naturally in relevant paragraphs; do not create a mechanical “related links” dump only.
- New gap pages should link to relevant existing rows immediately on publication.
- When a linked gap page goes live, update older existing pages so the relationship becomes two-way where context supports it.
Hierarchy without child URLs
Topical hierarchy still exists through content relationships and internal links, not through extra URL folders. “Wine Chemistry”, “Grape Varieties”, “Regions”, etc. remain topical groups in this matrix but do not become URL levels.
This keeps URLs short while preserving semantic structure through breadcrumbs/category archives, on-page headings and the internal-link graph.
5. Existing Content, Migration & Cannibalization Notes
The original source statuses (Existing / Thin / Cannibal) have been preserved. The target URL column represents the intended normalized structure; it should not be treated as an instruction to blindly change a live indexed URL without checking redirects, backlinks and current rankings. For any live URL that changes, use a 301 and update internal links to the new canonical destination.