{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Vinyl Rolls",
  "subcategory_slug": "vinyl-rolls",
  "generated_at": "2026-10-23T01:32:46.836786+02:00",
  "max_items": 30,
  "count": 30,
  "fill_source": "latest300_fallback",
  "pick_rules": "Eligible: rating>=4 with non-empty review text (disabled excluded). Per subcategory leaf, score EVERY eligible review: topic_relevance (~0.7) from that leaf's taxonomy keywords on title+content (name lightly) + recency (~0.3) with smooth decay vs newest date in corpus — even tiny topic weight still ranks. Sort by combined score desc; take top 100; random-sample exactly 30 with seeded RNG (seed = YYYYMMDD SAST + subcategory slug). If fewer than 100 scored candidates somehow, OR topic pool too weak to reach 30 (topic_hits<30): take the latest 300 eligible reviews (date desc), random-sample 30. Never ship count 0 or <30 — assert count==30 for every subcategory slug before publish. Same review id MAY appear in multiple subcategory packs (multi-membership).",
  "public_url": "https://8i.co.za/guide/amcoza/reviews/vinyl-rolls.json",
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      "source": "google",
      "name": "siya magida",
      "date": "2026-09-05T14:52:43+02:00",
      "rating": 5,
      "review": "Amazing company with amazing products.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xGRFpEZHpiVlJJTlhkS1lrNTBYMWQxY0dKRWNFRRAB__siya_magida.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xGRFpEZHpiVlJJTlhkS1lrNTBYMWQxY0dKRWNFRRAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOlFDZDdzbVRINXdKYk50X1d1cGJEcEE%7C%7C?hl=en-GB",
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    },
    {
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      "name": "Mbulelo Phokwane",
      "date": "2026-08-29T16:08:48+02:00",
      "rating": 5,
      "review": "On my Geel The customer service from this company and the quality of their product. To stuff Blessed to have them.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xGRGR6QlRaVVZFUjBsWU9Ea3hkVWxtWjFObVpIYxAB__Mbulelo_Phokwane.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xGRGR6QlRaVVZFUjBsWU9Ea3hkVWxtWjFObVpIYxAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOlFDdzBTZUVER0lYODkxdUlmZ1NmZHc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Vinyl Rolls",
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    },
    {
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      "source": "google",
      "name": "Nonsikelelo Nkosi",
      "date": "2026-08-18T13:09:23+02:00",
      "rating": 5,
      "review": "I need to recurrect my old sign business and upgrade all equipment. Can you assist me with dimensions and prices",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21Kb01tVTNVak5hYlZaMWJWbE9hbVl5VGs5bVJYYxAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOmJoMmU3UjNabVZ1bVlOamYyTk9mRXc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Vinyl Rolls",
      "subcategory_slug": "vinyl-rolls"
    },
    {
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      "source": "google",
      "name": "pinky benele",
      "date": "2026-07-29T15:57:42+02:00",
      "rating": 5,
      "review": "Such a pleasure doing business with you",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25rNVQzaFRkRmhMTmxsV2MyOVFSbEZRUTJGTFZtYxAB__pinky_benele.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25rNVQzaFRkRmhMTmxsV2MyOVFSbEZRUTJGTFZtYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOnk5T3hTdFhLNllWc29QRlFQQ2FLVmc%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Nobantu Nkwatheni",
      "date": "2026-07-27T16:58:07+02:00",
      "rating": 5,
      "review": "Advanced Machinery has consistently provided strong support, and their equipment strongly align with our operational requirements.",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2psSFgyaG9TbmgwZFdsWk0yVjRUVE5rYVZocWQxRRAB",
      "source": "google",
      "name": "Erfan Ahmed",
      "date": "2026-07-08T11:19:29+02:00",
      "rating": 5,
      "review": "Amazing service. Showroom for their product is fantastic",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2psSFgyaG9TbmgwZFdsWk0yVjRUVE5rYVZocWQxRRAB__Erfan_Ahmed.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2psSFgyaG9TbmgwZFdsWk0yVjRUVE5rYVZocWQxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjlHX2hoSnh0dWlZM2V4TTNkaVhqd1E%7C%7C?hl=en-US",
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    },
    {
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      "source": "google",
      "name": "A Google User",
      "date": "2026-04-16T14:18:29+02:00",
      "rating": 5,
      "review": "Thank you Lesedi for the service",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2w4ekxYaE5SbTk2VG5CWVVIVjJWMVZXYTA1UmVHYxAB__mapila_charles.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2w4ekxYaE5SbTk2VG5CWVVIVjJWMVZXYTA1UmVHYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOl8zLXhNRm96TnBYUHV2V1VWa05ReGc%7C%7C?hl=en-US",
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    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT20xck4ydGtVM1Y0V2tJd2JERmZlSEJJZVZscmFuYxAB",
      "source": "google",
      "name": "Samkelo Ndlela",
      "date": "2026-04-12T12:32:44+02:00",
      "rating": 5,
      "review": "5 stars  At last a company that does what it says it will do and does it well.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT20xck4ydGtVM1Y0V2tJd2JERmZlSEJJZVZscmFuYxAB__Samkelo_Ndlela.jpg",
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      "title": "",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2t0cmNscHplUzFUZW5KNWJHeElUMVpGYUZBNFkzYxAB",
      "source": "google",
      "name": "Sbusiso Mnguni",
      "date": "2026-03-03T14:18:21+02:00",
      "rating": 5,
      "review": "Katlego was very helpful in sorting out an issue that I had with my CNC Router. He was so quick and such a pleasure to work with. Thank you.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2t0cmNscHplUzFUZW5KNWJHeElUMVpGYUZBNFkzYxAB__Sbusiso_Mnguni.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2t0cmNscHplUzFUZW5KNWJHeElUMVpGYUZBNFkzYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOktrclpzeS1TenJ5bGxIT1ZFaFA4Y3c%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Vinyl Rolls",
      "subcategory_slug": "vinyl-rolls"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2kxcVNGVnhaREoyUjJKWlZsaE9RbE5EVERWdWRtYxAB",
      "source": "google",
      "name": "Alwande Qiqimana",
      "date": "2026-03-01T15:15:16+02:00",
      "rating": 5,
      "review": "I had a wonderful experience at Advanced Machinery.. I couldn t believe the best deals they offered us Very affordable.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2kxcVNGVnhaREoyUjJKWlZsaE9RbE5EVERWdWRtYxAB__Alwande_Qiqimana.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2kxcVNGVnhaREoyUjJKWlZsaE9RbE5EVERWdWRtYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOi1qSFVxZDJ2R2JZVlhOQlNDTDVudmc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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    },
    {
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      "source": "google",
      "name": "Nhlanhla Nkomo",
      "date": "2026-02-17T10:30:59+02:00",
      "rating": 5,
      "review": "great service received from lethu remote assistance",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25jMFdVSlphMDl2U1RBd1lWZEpSREJQVjI1VVJsRRAB__Nhlanhla_Nkomo.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25jMFdVSlphMDl2U1RBd1lWZEpSREJQVjI1VVJsRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOnc0WUJZa09vSTAwYVdJRDBPV25URlE%7C%7C?hl=en-US",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Angela Amanda Bouwer",
      "date": "2026-01-29T14:51:16+02:00",
      "rating": 5,
      "review": "Vusani you were absolutely fantastic  Thank you for your time, patience and help. Appreciate it",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tWRlYxZGxOWGR0V21walkweFBaUzFMZWxVM1JrRRAB__Angela_Amanda_Bouwer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tWRlYxZGxOWGR0V21walkweFBaUzFMZWxVM1JrRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkVFV1dlNXdtWmpjY0xPZS1LelU3RkE%7C%7C?hl=en-US",
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      "source": "google",
      "name": "Bayanda Nkomo",
      "date": "2026-01-18T12:55:41+02:00",
      "rating": 5,
      "review": "Sello did a great job installing my fiber welding machine. His service was top notch.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21kSU9FdHJUM0JQU25WMWRWaENSVlZoUzJkT1dGRRAB__Bayanda_Nkomo.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21kSU9FdHJUM0JQU25WMWRWaENSVlZoUzJkT1dGRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmdIOEtrT3BPSnV1dVhCRVVhS2dOWFE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21wd2NITkNhVFZtWTJ4WFlrczRjVlpYTVdzNFNtYxAB",
      "source": "google",
      "name": "Bayanda Nkomo",
      "date": "2026-01-18T12:54:06+02:00",
      "rating": 5,
      "review": "The sales assistant s went above and beyond to ensure that I had the right machine. Plus the Installation was carried out diligently by a guy called Hamilton. I left a satisfied customer.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21wd2NITkNhVFZtWTJ4WFlrczRjVlpYTVdzNFNtYxAB__Bayanda_Nkomo.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21wd2NITkNhVFZtWTJ4WFlrczRjVlpYTVdzNFNtYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmpwcHNCaTVmY2xXYks4cVZXMWs4Smc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Vinyl Rolls",
      "subcategory_slug": "vinyl-rolls"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2pJeFVtZzJTMk5GTlhwYWVuWlBjbkJuV0Y5cmQyYxAB",
      "source": "google",
      "name": "Kagisano Mokhosi",
      "date": "2026-01-18T12:03:31+02:00",
      "rating": 5,
      "review": "Highly praised for quality ink.They do indeed keep and sell the best tha delivers excellent print quality.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2pJeFVtZzJTMk5GTlhwYWVuWlBjbkJuV0Y5cmQyYxAB__Kagisano_Mokhosi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2pJeFVtZzJTMk5GTlhwYWVuWlBjbkJuV0Y5cmQyYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOjIxUmg2S2NFNXpaenZPcnBnWF9rd2c%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Owami Mthethwa",
      "date": "2026-01-08T22:21:48+02:00",
      "rating": 5,
      "review": "I ve trusted Advanced Machinery for the past 3 years with all my machine purchases and installations as well as repairs. They have never disappointed. They have taken great care of me and always give the best advice on how to maintain my machines. I recommend this company.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2taeFpVRnNabEE0ZWpOVWExUjRkbEpLV0Zjd1ZtYxAB__Owami_Mthethwa.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2taeFpVRnNabEE0ZWpOVWExUjRkbEpLV0Zjd1ZtYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkZxZUFsZlA4ejNUa1R4dlJKWFcwVmc%7C%7C?hl=en-GB",
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      "source": "google",
      "name": "Tumelo Princess",
      "date": "2025-12-24T11:59:01+02:00",
      "rating": 5,
      "review": "I appreciate the manner in which the.. was handled from the initial call to the completion",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xoRlVVZGxaVVYwUkRVNVRHaERSbUYwTmtsNU4wRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlhFUUdlZUV0RDU5TGhDRmF0Nkl5N0E%7C%7C?hl=en-US",
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      "name": "Neo",
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      "rating": 5,
      "review": "Excellent service from Walter. He helped clarify a lot of my questions about the heat press machine that I would like to purchase. Thank you",
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      "name": "Jan Geldenhuys",
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      "rating": 5,
      "review": "Thank you  Sello for the great service and willingness to assist.",
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      "name": "Tiro Zinhle",
      "date": "2025-12-03T17:13:43+02:00",
      "rating": 5,
      "review": "We engaged with this business to buy hand held printers and resell them.All the printers that we bought work very well.You are looking at one happy customer.",
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      "review": "On a rating between 1 and 5, I will give you a 5. Excellent service, communication and workmanship.",
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      "name": "Owami Nyambose",
      "date": "2025-11-28T11:39:35+02:00",
      "rating": 5,
      "review": "I got the best value for my money. My DTF Printee is easy to operate, efficient and strong. I made quite the investment here.",
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      "name": "nobuhle mahlangu",
      "date": "2025-11-28T10:13:30+02:00",
      "rating": 5,
      "review": "Walter thank you for a great job done on my printer. He also went the extra mile of checking out fixing things on my machine. I can t thank him enough.",
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      "source": "google",
      "name": "khaya khumalo",
      "date": "2025-11-25T13:34:03+02:00",
      "rating": 5,
      "review": "The installation of our UV DTF printer went so well. Thank you Walter for the job that you did on this machine and for answering all of our questions.",
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      "source": "google",
      "name": "KamogeloNaledi Manala",
      "date": "2025-11-25T11:43:24+02:00",
      "rating": 5,
      "review": "Just wanted to say thank you to Hamilton for the smooth installation of my printer. What a smooth process that was.",
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      "review": "Your team is the best.im so glad to be an AM customer.",
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      "name": "Amukelani Hlongo",
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      "rating": 4,
      "review": "The experience was good, the person Lethu  who was assisting me  can explain well and is patient with customers",
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}