{
  "schema": 1,
  "dataset": "client_reviews_subcategory_pack",
  "category": "spares-consumables-materials",
  "subcategory": "DTF Powder",
  "subcategory_slug": "dtf-powder",
  "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/dtf-powder.json",
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      "name": "Thulisile Sikhosana",
      "date": "2026-09-19T11:45:36+02:00",
      "rating": 5,
      "review": "10 stars Rated.",
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      "title": "",
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      "subcategory_slug": "dtf-powder"
    },
    {
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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",
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      "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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      "subcategory_slug": "dtf-powder"
    },
    {
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      "source": "google",
      "name": "Thomas Mthethwa",
      "date": "2026-07-26T15:05:24+02:00",
      "rating": 5,
      "review": "We want to thank you so much for your fantastic service . we will definitely be buying from you again.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT205a09IbElabFl6V1hwRGRWRnhjbFJmV25NMU1tYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOm9kOHlIZlYzWXpDdVFxclRfWnM1Mmc%7C%7C?hl=en-GB",
      "title": "",
      "category": "spares-consumables-materials",
      "subcategory": "DTF Powder",
      "subcategory_slug": "dtf-powder"
    },
    {
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      "source": "hellopeter",
      "name": "Kayla J",
      "date": "2026-07-09T16:02:40+02:00",
      "rating": 5,
      "review": "I bought a large format printer from this company, and the entire experience was amazing. The sales and technical teams were knowledgeable, patient, and helped me choose the perfect machine for my business. Highly recommended!",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/hp_excellent-service-and-expert-advice-6475919__Kayla_J.jpg",
      "link": "https://www.hellopeter.com/amcoza/reviews/excellent-service-and-expert-advice-6475919",
      "title": "Excellent Service and Expert Advice",
      "category": "spares-consumables-materials",
      "subcategory": "DTF Powder",
      "subcategory_slug": "dtf-powder"
    },
    {
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      "source": "google",
      "name": "Felizia Mare",
      "date": "2026-07-01T11:56:28+02:00",
      "rating": 5,
      "review": "Thanks Thabiso.   Was very helpful. And got patients.  Thanks a lot.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT21wUVZrbzRkVGRLWjNVMVlUQmpRVXhCTlZaNmJuYxAB__Felizia_Mare.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT21wUVZrbzRkVGRLWjNVMVlUQmpRVXhCTlZaNmJuYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOmpQVko4dTdKZ3U1YTBjQUxBNVZ6bnc%7C%7C?hl=en-US",
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    },
    {
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      "source": "google",
      "name": "SFISO SOLONTYI",
      "date": "2026-04-12T10:32:14+02:00",
      "rating": 5,
      "review": "Outstanding service from this very helpful company. Walter installed my vinyl cutter to perfection. Highly recommended.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2w5WmJTMVVWbHBEYlV4TGEzQnBVM2N5U201Nk1HYxAB__SFISO_SOLONTYI.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2w5WmJTMVVWbHBEYlV4TGEzQnBVM2N5U201Nk1HYxAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOl9ZbS1UVlpDbUxLa3BpU3cySm56MGc%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Palesa Paballo",
      "date": "2026-04-11T16:59:13+02:00",
      "rating": 5,
      "review": "Brilliant Service   AM.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2tWcGRtSnlMVGR5VVVWc2RVWnVSak14V2pkb2FIYxAB__Palesa_Paballo.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2tWcGRtSnlMVGR5VVVWc2RVWnVSak14V2pkb2FIYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOkVpdmJyLTdyUUVsdUZuRjMxWjdoaHc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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    },
    {
      "id": "Ci9DQUlRQUNvZENodHljRjlvT2xwSVpWTXlWMkZEZDAxUmQzRlhNMWxZVGtaR1gxRRAB",
      "source": "google",
      "name": "Siphesihle Tebane",
      "date": "2026-04-01T14:19:44+02:00",
      "rating": 5,
      "review": "I am writing in response to our service today.Raymond has been to our home before on other calls and has provided us with the best service ever.We are very pleased with him.Can t thank you enough.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xwSVpWTXlWMkZEZDAxUmQzRlhNMWxZVGtaR1gxRRAB__Siphesihle_Tebane.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xwSVpWTXlWMkZEZDAxUmQzRlhNMWxZVGtaR1gxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlpIZVMyV2FDd01Rd3FXM1lYTkZGX1E%7C%7C?hl=en-US",
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      "source": "google",
      "name": "BRIDGETE MUSONZA",
      "date": "2026-03-20T15:49:27+02:00",
      "rating": 5,
      "review": "Tapiwa is extremely reliable and always willing to help whenever I have issues with my DTF and sublimation machines. He s patient, knowledgeable, and takes the time to make sure everything is working properly before leaving. I really appreciate his consistency and positive attitude he makes a big difference and takes a lot of stress off my shoulders. Definitely someone you can count on",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xOdVdHOTZkV3REVjBJNGEyZ3pUamxSU0RkNFoyYxAB__BRIDGETE_MUSONZA.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": "",
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    },
    {
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      "source": "google",
      "name": "Ayamaah Nkosi",
      "date": "2026-03-02T18:39:12+02:00",
      "rating": 5,
      "review": "I would definitely recommend them for customer service and durable products.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT25reVlpMWphSE5EVjNwVVZtOW9lbE5CUlRrME9GRRAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2poU1lXWmFXRWxRUTJWTlRXcDFWWGt0VVc1WU5sRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOjhSYWZaWElQQ2VNTWp1VXktUW5YNlE%7C%7C?hl=en-US",
      "title": "",
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      "subcategory_slug": "dtf-powder"
    },
    {
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      "source": "google",
      "name": "Zubenathi Zikiza",
      "date": "2026-03-02T15:22:54+02:00",
      "rating": 5,
      "review": "Big thanks to Thabiso for saving the day,for your patience l couldn t have done it without you,thanks again",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xvelVqSlVkVkYxYXpWR2FHa3dNRVJTUzJ0Q2IzYxAB__Zubenathi_Zikiza.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xvelVqSlVkVkYxYXpWR2FHa3dNRVJTUzJ0Q2IzYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlozUjJUdVF1azVGaGkwMERSS2tCb3c%7C%7C?hl=en-US",
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    },
    {
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      "source": "google",
      "name": "Lydia Nhoni",
      "date": "2026-02-28T15:54:15+02:00",
      "rating": 5,
      "review": "It seems rather impossible to put into words the excellent service that I received from Walter. Diligence, dedication and pure excellence.",
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      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT205R1gxZ3pUVlp4YjFOUllVOWhhV2xvWWw5YU9HYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOm9GX1gzTVZxb1NRYU9haWloYl9aOGc%7C%7C?hl=en-US",
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      "category": "spares-consumables-materials",
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      "subcategory_slug": "dtf-powder"
    },
    {
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      "source": "google",
      "name": "Batho3 Batso3",
      "date": "2026-02-27T13:18:46+02:00",
      "rating": 5,
      "review": "If there is one thing about Am.co.za is that they are always prompt professional and excel at customer service.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2w5c2JXcHRUM0JNWTNSbVJHVXdRVWxZTTFOdFNXYxAB__AM_Customer.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2w5c2JXcHRUM0JNWTNSbVJHVXdRVWxZTTFOdFNXYxAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOl9sbWptT3BMY3RmRGUwQUlYM1NtSWc%7C%7C?hl=en-US",
      "title": "",
      "category": "spares-consumables-materials",
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      "subcategory_slug": "dtf-powder"
    },
    {
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      "source": "google",
      "name": "Nompi Amelia",
      "date": "2026-02-24T15:27:07+02:00",
      "rating": 5,
      "review": "Recieved outstanding customer service from Hamilton. I will make sure to recommend him to my friends and family and highly recommend him also to his bosses.",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2padmIyeG9Ubkp3VUdZM1kweERUWFYzUVVWT1ZrRRAB__Nompi_Amelia.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2padmIyeG9Ubkp3VUdZM1kweERUWFYzUVVWT1ZrRRAB!2m1!1s0x0:0x4a49d45d01f7eb05!3m1!1s2@1:CAIQACodChtycF9oOjZvb2xoTnJwUGY3Y0xDTXV3QUVOVkE%7C%7C?hl=en-GB",
      "title": "",
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    },
    {
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      "source": "google",
      "name": "Wayne Urquhart",
      "date": "2026-02-10T18:21:08+02:00",
      "rating": 5,
      "review": "Thanks for the help",
      "picture": "https://8i.co.za/guide/amcoza/reviews/list/pics/Ci9DQUlRQUNvZENodHljRjlvT2xWUGJ6VkZRa05LU0hWMWMzZGZPVFpyTm5GT1IxRRAB__Wayne_Urquhart.jpg",
      "link": "https://www.google.com/maps/reviews/data=!4m8!14m7!1m6!2m5!1sCi9DQUlRQUNvZENodHljRjlvT2xWUGJ6VkZRa05LU0hWMWMzZGZPVFpyTm5GT1IxRRAB!2m1!1s0x0:0xc0d45d55cc30bb9b!3m1!1s2@1:CAIQACodChtycF9oOlVPbzVFQkNKSHV1c3dfOTZrNnFOR1E%7C%7C?hl=en-US",
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    },
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      "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.",
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      "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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    },
    {
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      "source": "google",
      "name": "Bayanda Nkomo",
      "date": "2026-01-18T12:56:21+02:00",
      "rating": 5,
      "review": "Great service and great company",
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      "name": "James",
      "date": "2026-01-11T14:07:16+02:00",
      "rating": 5,
      "review": "Raymond was polite, quick explanatory and efficient. He did a clean job with my installation. He was great",
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      "name": "Carol Mahlangu",
      "date": "2026-01-10T16:39:55+02:00",
      "rating": 5,
      "review": "Great service. Very good Knowledge of signage machinery. Absolutely recommend to all",
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      "name": "Samukelisiwe Xabela",
      "date": "2026-01-10T11:45:44+02:00",
      "rating": 5,
      "review": "Sello was exceptionally helpful and efficient. I shall be using this company again. No doubt",
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      "name": "Noluthando Skosana",
      "date": "2025-12-24T12:52:35+02:00",
      "rating": 5,
      "review": "Great service and quick response from fhe AM team,after purchasing my CNC Router. Hamilton made the installation compliant. I am impressed with their machinery and services. I had Walter fix my printer at my house,I was very happy with his services and up to now I ve had no issues with my machine.",
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      "source": "google",
      "name": "Tumelo Princess",
      "date": "2025-12-24T12:00:20+02:00",
      "rating": 5,
      "review": "Wonderful people, great company",
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      "source": "google",
      "name": "Snazo",
      "date": "2025-12-13T11:49:21+02:00",
      "rating": 5,
      "review": "Affordable price.",
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      "source": "google",
      "name": "Lindiwe Dlamini",
      "date": "2025-12-03T17:59:04+02:00",
      "rating": 5,
      "review": "I normally don t leave reviews buying just had to write one for the service that I got from Hamilton and the business as a whole I m very impressed. Good luck and I m happy to recommend to anyone.",
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      "source": "google",
      "name": "Katlego Bapela",
      "date": "2025-12-02T12:44:01+02:00",
      "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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      "source": "google",
      "name": "Debbie Griffiths",
      "date": "2025-11-26T14:09:05+02:00",
      "rating": 5,
      "review": "Thank you Katlego for your help in setting up the Vinyl Cut 5.  I am sure I would not have been able to do it myself. Highly recommended.",
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      "source": "google",
      "name": "Thobeka Dlamini",
      "date": "2025-11-25T13:25:06+02:00",
      "rating": 5,
      "review": "I d like to recommend Advanced Machinery to anyone looking for strongly built machinery high quality accessories and their ink is the best.",
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      "name": "Refiloe Mohlala",
      "date": "2025-11-04T17:34:45+02:00",
      "rating": 5,
      "review": "Quick and efficient customer service.",
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}