{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "Lenses",
  "subcategory_slug": "lenses",
  "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/lenses.json",
  "reviews": [
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tGd1JuaEJkVEJLTW1sU1RuTlBaR1ZtWlc1dE1WRRAB",
      "source": "google",
      "name": "Simphiwe Nkosi",
      "date": "2026-10-06T16:07:11+02:00",
      "rating": 5,
      "review": "We bought a large format printer from Advanced Machinery and have been very happy with it.The print quality is excellent,especially for our banners and signage.It has made our production much easier because we no longer have to outsource every large job.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tGd1JuaEJkVEJLTW1sU1RuTlBaR1ZtWlc1dE1WRRAB__Simphiwe_Nkosi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tSWlEyVkRaR05tYmpWNmFtVk1kQzF0Y0dKalJVRRAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOkRZQ2VDZGNmbjV6amVMdC1tcGJjRUE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21Jd1VsVk9VSGxSVnpsd1QyaFhlbkpsVFMwMWRIYxAB",
      "source": "google",
      "name": "Vusi Cindi",
      "date": "2026-09-06T14:14:38+02:00",
      "rating": 5,
      "review": "The service has always been excellent,which is why I ve continued using them for so long.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21Jd1VsVk9VSGxSVnpsd1QyaFhlbkpsVFMwMWRIYxAB__Vusi_Cindi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21Jd1VsVk9VSGxSVnpsd1QyaFhlbkpsVFMwMWRIYxAB!2m1!1s0x0:0xc979ab34f88a04ca!3m1!1s2@1:CAIQACodChtycF9oOmIwUlVOUHlRVzlwT2hXenJlTS01dHc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
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    },
    {
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      "source": "google",
      "name": "Boikanyo Padi",
      "date": "2026-09-02T18:19:40+02:00",
      "rating": 5,
      "review": "From the initial purchase through to the after sales service and ongoing support, everything has been excellante.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xka1luY3RiSEJZYm10eWFXNW5RWFExTUVwSVpVRRAB__Boikanyo_Padi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xka1luY3RiSEJZYm10eWFXNW5RWFExTUVwSVpVRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOldkYnctbHBYbmtyaW5nQXQ1MEpIZUE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25GTWQyZFhMVE5EVWpOeU0ydE1ja05CVlROcVNtYxAB",
      "source": "google",
      "name": "Bayanda Mthembu",
      "date": "2026-08-23T14:06:54+02:00",
      "rating": 5,
      "review": "Thank you Mzwah for the fantastic demonstration. You rock.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25GTWQyZFhMVE5EVWpOeU0ydE1ja05CVlROcVNtYxAB__Bayanda_Mthembu.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25GTWQyZFhMVE5EVWpOeU0ydE1ja05CVlROcVNtYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOnFMd2dXLTNDUjNyM2tMckNBVTNqSmc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2tRM2VtTkVPRVptYUVWM2VYRm9TVzVKU0hWcmVIYxAB",
      "source": "google",
      "name": "ntokozo methula",
      "date": "2026-08-01T17:23:35+02:00",
      "rating": 5,
      "review": "I m happy to mention that I had such a smooth sailing transaction last month when I bought my printer and roller heat press machine. The guy called Hamilton did my training and installation. It was such a success. He really is a wealth of knowledge.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tRM2VtTkVPRVptYUVWM2VYRm9TVzVKU0hWcmVIYxAB__ntokozo_methula.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tRM2VtTkVPRVptYUVWM2VYRm9TVzVKU0hWcmVIYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkQ3emNEOEZmaEV3eXFoSW5JSHVreHc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB",
      "source": "google",
      "name": "Locadia Kimbini",
      "date": "2026-07-10T14:37:40+02:00",
      "rating": 5,
      "review": "Our machine was not connected well And one of the crew from the company named  Thabiso  helped us through all the process and he was very patient it was a very good and successful job well done      and they responded very fast within minutes",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB__Locadia_Kimbini.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT20wMWFUbEdSVFZKWTBOalN6aFdVVjl2ZFVkS01FRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOm01aTlGRTVJY0NjSzhWUV9vdUdKMEE%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "outstanding-after-sales-support-91664ec12cdb1313914cbf9adf0848e3d062b749-6476479",
      "source": "hellopeter",
      "name": "Siyabonga",
      "date": "2026-07-09T21:39:09+02:00",
      "rating": 5,
      "review": "What impressed me the most was the after-sales service. They assisted me with setup and answered all my questions promptly. It's rare to find a company that genuinely cares about its customers.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_outstanding-after-sales-support-91664ec12cdb1313914cbf9adf0848e3d062b749-6476__Siyabonga.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/outstanding-after-sales-support-91664ec12cdb1313914cbf9adf0848e3d062b749-6476479",
      "title": "Outstanding After-Sales Support.",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25Cdk5IWmtUalZUTm5WSmVHNWtWRzVNVFRWWE1tYxAB",
      "source": "google",
      "name": "Boikanyo Moeketsi",
      "date": "2026-04-11T14:06:38+02:00",
      "rating": 5,
      "review": "Not enough words to describe the level of service and affordability of their machines.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25Cdk5IWmtUalZUTm5WSmVHNWtWRzVNVFRWWE1tYxAB__Boikanyo_Moeketsi.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25Cdk5IWmtUalZUTm5WSmVHNWtWRzVNVFRWWE1tYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOnBvNHZkTjVTNnVJeG5kVG5MTTVXMmc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2toQlVHMXVZMUZpZDJGaU16WXRUWEZ0WjJoclIyYxAB",
      "source": "google",
      "name": "siya magida",
      "date": "2026-04-11T10:20:34+02:00",
      "rating": 5,
      "review": "I wanted to reach out to you and thank and your team for a job well done.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2toQlVHMXVZMUZpZDJGaU16WXRUWEZ0WjJoclIyYxAB__siya_magida.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2toQlVHMXVZMUZpZDJGaU16WXRUWEZ0WjJoclIyYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOkhBUG1uY1Fid2FiMzYtTXFtZ2hrR2c%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25kdVYyaFpiMlpJU2xsbVRYVTVZa2REV1hGM1gyYxAB",
      "source": "google",
      "name": "Gugulethu Mbonani",
      "date": "2026-02-15T17:20:06+02:00",
      "rating": 5,
      "review": "Unrivaled customer service experience. 5 stars",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25kdVYyaFpiMlpJU2xsbVRYVTVZa2REV1hGM1gyYxAB__Gugulethu_Mbonani.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25kdVYyaFpiMlpJU2xsbVRYVTVZa2REV1hGM1gyYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOnduV2hZb2ZISllmTXU5YkdDWXF3X2c%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2t0TVF6Qk5RbUZ5VWpnNWFqbG9WRXhIYWtSaE0xRRAB",
      "source": "google",
      "name": "Tafara Zvandasara",
      "date": "2026-02-15T16:50:40+02:00",
      "rating": 5,
      "review": "Outstanding work first class very pleased with mymachine. If you need a machine if you need a machine to personalize your gifts. Advanced  machinery is the first one to call.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2t0TVF6Qk5RbUZ5VWpnNWFqbG9WRXhIYWtSaE0xRRAB__Tafara_Zvandasara.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2t0TVF6Qk5RbUZ5VWpnNWFqbG9WRXhIYWtSaE0xRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOktMQzBNQmFyUjg5ajloVExHakRhM1E%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xJNWFrdDBOWEJmYkhwZlVtdDVNVkZ3UW1kcFRYYxAB",
      "source": "google",
      "name": "oupag trading",
      "date": "2026-01-28T14:11:32+02:00",
      "rating": 5,
      "review": "Had a fantastic training today by Sello, Bokang and Sfiso.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xJNWFrdDBOWEJmYkhwZlVtdDVNVkZ3UW1kcFRYYxAB__Thomas_Paarl.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xJNWFrdDBOWEJmYkhwZlVtdDVNVkZ3UW1kcFRYYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlI5akt0NXBfbHpfUmt5MVFwQmdpTXc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25kVlRIaHVWVFZVTmtZeVJFUmpUazFQTVhoblNIYxAB",
      "source": "google",
      "name": "Kamogelo Komane",
      "date": "2026-01-28T12:13:42+02:00",
      "rating": 5,
      "review": "Sello was patient,clear and didn t rush me, even though I asked him a lot of questions about the machine that I want to buy.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25kVlRIaHVWVFZVTmtZeVJFUmpUazFQTVhoblNIYxAB__Kamogelo_Komane.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25kVlRIaHVWVFZVTmtZeVJFUmpUazFQTVhoblNIYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOndVTHhuVTVUNkYyRERjTk1PMXhnSHc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21aeVVqWmxTVnAwZW5aS2VrOURhVEZ2UjNCa1ZsRRAB",
      "source": "google",
      "name": "gift Banele",
      "date": "2026-01-11T15:31:04+02:00",
      "rating": 5,
      "review": "walter carried out the installation of my printer quickly and to a very high standard. would 100  recommend  Thank you guys",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21aeVVqWmxTVnAwZW5aS2VrOURhVEZ2UjNCa1ZsRRAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21aeVVqWmxTVnAwZW5aS2VrOURhVEZ2UjNCa1ZsRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmZyUjZlSVp0enZKek9DaTFvR3BkVlE%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "Lenses",
      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xCbWVrUlBTelJPZFRsWVFWQmpia1ZGTkRGbFNYYxAB",
      "source": "google",
      "name": "Thembi Dube",
      "date": "2026-01-08T18:00:04+02:00",
      "rating": 5,
      "review": "The installation of my printer was so quick.We were up and running within half a day.Walter was very professional and well mannered.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xCbWVrUlBTelJPZFRsWVFWQmpia1ZGTkRGbFNYYxAB__Thembi_Dube.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xCbWVrUlBTelJPZFRsWVFWQmpia1ZGTkRGbFNYYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOlBmekRPSzROdTlYQVBjbkVFNDFlSXc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
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      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT21VME1IbHhabEZLT0ZsTmVGZDFkVVZwVTBjeldFRRAB",
      "source": "google",
      "name": "Thamsanqa Sibeko",
      "date": "2025-12-29T12:21:50+02:00",
      "rating": 5,
      "review": "Amazing quality machines very, quick shipping. Exactly what I needed",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21VME1IbHhabEZLT0ZsTmVGZDFkVVZwVTBjeldFRRAB__Thamsanqa_Sibeko.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21VME1IbHhabEZLT0ZsTmVGZDFkVVZwVTBjeldFRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOmU0MHlxZlFKOFlNeFd1dUVpU0czWEE%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
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      "subcategory_slug": "lenses"
    },
    {
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      "source": "google",
      "name": "Naledi Magana",
      "date": "2025-12-27T22:23:14+02:00",
      "rating": 5,
      "review": "Friendly staff and very helpful",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25ndE56bG5SM2xGVFRKU1NqSkJXa293ZDNKSk1YYxAB__Naledi_Magana.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT25ndE56bG5SM2xGVFRKU1NqSkJXa293ZDNKSk1YYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOngtNzlnR3lFTTJSSjJBWkowd3JJMXc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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      "subcategory_slug": "lenses"
    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT25ZeGNGaEpTaTFrY0d4V2VWVmpjekE0YlZaME4wRRAB",
      "source": "google",
      "name": "Lwazi Nkosi",
      "date": "2025-12-26T14:58:07+02:00",
      "rating": 5,
      "review": "Would definitely recommend to anyone whose looking for any sort of signage...",
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      "name": "Lebohang Cleopatra",
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      "review": "Thank you so much for your stellar service and excellence in signage. We always make sure to use you.",
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      "name": "Nonsikelelo Nkosi",
      "date": "2025-12-04T07:35:33+02:00",
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      "review": "My go to signage shop. They are always properly stocked up and always strive to give their customer service.",
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      "date": "2025-12-03T09:46:56+02:00",
      "rating": 5,
      "review": "The training session that I got on the UV DTF printer that I bought from Advanced Machinery was informative. It was a lot of information to fit into 1 day although all very relevant.",
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      "name": "Katlego Bapela",
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      "rating": 5,
      "review": "I would like to thank Lethu for his efficient service. He showed me how to operate the UV DTF Printer and installed my machine well.",
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      "name": "Jason Sithole",
      "date": "2025-11-30T09:56:54+02:00",
      "rating": 5,
      "review": "Best service from AM.CO.ZA especially from Walter.keep up the good work guys",
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      "name": "Nosipho Maranjana",
      "date": "2025-11-29T13:17:22+02:00",
      "rating": 5,
      "review": "For the price that I paid for my ink and UV DTF printer,I excepted the bare minimum but to my surprise the quality is exceptional and the service and support is very fast. No regrets at all.",
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      "name": "sfiso maepa",
      "date": "2025-11-25T11:40:06+02:00",
      "rating": 5,
      "review": "Got my DTF printer last most. It works very well. It prints very quickly. I ll be personalising a lot of Xmas items and selling them next month.",
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      "source": "google",
      "name": "Waka TV",
      "date": "2025-11-24T19:03:40+02:00",
      "rating": 5,
      "review": "I am a happy customer. Don t change anything its all good.",
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      "source": "google",
      "name": "Thabo Pheko",
      "date": "2025-11-17T12:02:37+02:00",
      "rating": 5,
      "review": "Lethu  Assisted me with the re installation og my Cutter s software and made sure it is properly working, his help was much appriciated",
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}