{
  "total": 21,
  "source": "d1",
  "tracking_since": "2026-10-25T12:38:37.716Z",
  "source_rechecks": {
    "rows": 332,
    "series": 250,
    "last_checked_at": "2026-10-25T13:38:37.000Z",
    "latest_result_counts": {
      "confirmed": 240,
      "unreachable": 5,
      "needs_review": 4,
      "changed": 1
    },
    "method": "Each source URL is fetched and the recorded numbers are looked for in the page (PDFs via pdftotext); anything not confirmed is reviewed by a human. Log: /downloads/price_rechecks.jsonl"
  },
  "observations": [
    {
      "id": "po_20261025_034a07688d15",
      "series_key": "ps_656658a801777a7d",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Average show cost (~396 drones, ~$330/drone) per SPH Engineering market analysis",
      "low": 91700,
      "high": 91700,
      "currency": "USD",
      "unit": "per show",
      "region": "IN",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:034a07688d15e390cf5c5bb8f3d2a90b61ba816189cf90d952dcb2ff544c35a3",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 91700,
        "high": 91700,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_0d2cb996cd3c",
      "series_key": "ps_b5efca9981cbaacd",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Average show cost (~401 drones, ~$316/drone) per SPH Engineering market analysis",
      "low": 112300,
      "high": 112300,
      "currency": "USD",
      "unit": "per show",
      "region": "Middle East & North Africa",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:0d2cb996cd3c0b91445b6a5621c7a5039ca5dd9db0599cd886cb68a1ad56e3e5",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 112300,
        "high": 112300,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_0dc4c47f85f4",
      "series_key": "ps_a7d87b3e7fcddbd0",
      "kind": "provider_published",
      "use_case_id": null,
      "use_case_ids": [
        "indoor-drone-show",
        "drone-light-show"
      ],
      "provider_id": "inflight-drone-shows",
      "description": "Drone show pricing starts from around",
      "low": 5000,
      "high": null,
      "currency": "GBP",
      "unit": "per show",
      "region": "",
      "source_url": "https://inflight.show/indoor-drone-light-shows/",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:0dc4c47f85f458c60f1cf2c09fd2c07532338c97e2ec3dee85c4e4e3cdcc46af",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 6684,
        "high": null,
        "fx": {
          "pair": "GBP/USD",
          "rate": 1.33683,
          "gbp_per_usd": 0.74804,
          "rate_date": "2026-10-23",
          "source": "European Central Bank reference rates via Frankfurter",
          "source_url": "https://api.frankfurter.dev/v1/latest?base=USD"
        },
        "note": "Converted at the published reference rate on 2026-10-23, not at the price's as_of date. Indicative only."
      }
    },
    {
      "id": "po_20261025_14a887f3fd5d",
      "series_key": "ps_c7efb88931281df3",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Average show cost (~115 drones, ~$218/drone) per SPH Engineering market analysis",
      "low": 25550,
      "high": 25550,
      "currency": "USD",
      "unit": "per show",
      "region": "LatAm",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:14a887f3fd5da2b558595c69d7c04204606d0e187e917bef9b6a2ec7b60fb54f",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 25550,
        "high": 25550,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_36aeb2ea9630",
      "series_key": "ps_5863a3c7b995db75",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Average show cost (~660 drones, ~$175/drone) per SPH Engineering market analysis",
      "low": 114560,
      "high": 114560,
      "currency": "USD",
      "unit": "per show",
      "region": "CN",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:36aeb2ea96309d2dee5d98de1e7d19728a6218ee71864169b7e799823b6d19d2",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 114560,
        "high": 114560,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_3f213438ff09",
      "series_key": "ps_ad67719f98a26f48",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Average show cost (~182 drones, ~$227/drone) per SPH Engineering market analysis",
      "low": 42034,
      "high": 42034,
      "currency": "USD",
      "unit": "per show",
      "region": "EU",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:3f213438ff09ed12892df53560f79c589ad7142ac75c1f045ff060d36fb7b5bf",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 42034,
        "high": 42034,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_44723ca9d462",
      "series_key": "ps_d13983835de3b675",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "All-inclusive packages, 100–500 drones (permits, crew, design included) — Drone Show Bali rate card",
      "low": 3191250,
      "high": 3746250,
      "currency": "IDR",
      "unit": "per drone",
      "region": "ID",
      "source_url": "https://droneshowbali.com/pricing/",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:44723ca9d462fa81fd2273c0b0f433789055ed76fd4ea312d4c656ef989c19d3",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 176,
        "high": 207,
        "fx": {
          "pair": "IDR/USD",
          "rate": 0.0000552242,
          "idr_per_usd": 18108,
          "rate_date": "2026-10-23",
          "source": "European Central Bank reference rates via Frankfurter",
          "source_url": "https://api.frankfurter.dev/v1/latest?base=USD"
        },
        "note": "Converted at the published reference rate on 2026-10-23, not at the price's as_of date. Indicative only."
      }
    },
    {
      "id": "po_20261025_45d9b1905bd8",
      "series_key": "ps_971ca5575c77a634",
      "kind": "provider_published",
      "use_case_id": null,
      "use_case_ids": [
        "indoor-drone-show",
        "drone-light-show",
        "drone-pilot-training",
        "drone-racing-events"
      ],
      "provider_id": "65drones",
      "description": "Indoor drone light show (small fleet)",
      "low": 3000,
      "high": 5800,
      "currency": "SGD",
      "unit": "per show",
      "region": "",
      "source_url": "https://www.65drones.com/pages/summary-of-drone-activities",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:45d9b1905bd8c8414c467e21b01b8818cb908793f091adcc8e364286c6543e5f",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 2346,
        "high": 4537,
        "fx": {
          "pair": "SGD/USD",
          "rate": 0.782167,
          "sgd_per_usd": 1.2785,
          "rate_date": "2026-10-23",
          "source": "European Central Bank reference rates via Frankfurter",
          "source_url": "https://api.frankfurter.dev/v1/latest?base=USD"
        },
        "note": "Converted at the published reference rate on 2026-10-23, not at the price's as_of date. Indicative only."
      }
    },
    {
      "id": "po_20261025_4c9235bb3bc7",
      "series_key": "ps_c382e43eb9f3d038",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Same bid, July 4th peak-date pricing (200+ drones)",
      "low": 550,
      "high": 850,
      "currency": "USD",
      "unit": "per drone",
      "region": "US",
      "source_url": "https://pub-mountainhouse.escribemeetings.com/FileStream.ashx?DocumentId=1171",
      "as_of": "2026-03",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:4c9235bb3bc7bb43552d4b1aa126187bea14a89012f1c3fe0a1c4f33b4f891ff",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 550,
        "high": 850,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_5e74f8cb5dce",
      "series_key": "ps_b2479b5f042fbc04",
      "kind": "provider_published",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": "drone-sky-shows",
      "description": "Smallest package: 50 drones, 8-minute pre-programmed show near a major CBD (plus GST)",
      "low": 15000,
      "high": null,
      "currency": "AUD",
      "unit": "per show",
      "region": "",
      "source_url": "https://droneskyshows.com.au/faqs/",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:5e74f8cb5dce23f41bcdbd2b686a5b33b5921adafb9ad3c3b1926b677f31c31c",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 10534,
        "high": null,
        "fx": {
          "pair": "AUD/USD",
          "rate": 0.702247,
          "aud_per_usd": 1.424,
          "rate_date": "2026-10-23",
          "source": "European Central Bank reference rates via Frankfurter",
          "source_url": "https://api.frankfurter.dev/v1/latest?base=USD"
        },
        "note": "Converted at the published reference rate on 2026-10-23, not at the price's as_of date. Indicative only."
      }
    },
    {
      "id": "po_20261025_6476f32e3182",
      "series_key": "ps_3ded08d189deab60",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Average show cost (~257 drones, ~$309/drone) per SPH Engineering market analysis",
      "low": 90600,
      "high": 90600,
      "currency": "USD",
      "unit": "per show",
      "region": "GB",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:6476f32e31828a0917cb5c6c5c9d4e0756b714d0a0e2ccff09369a75bc448410",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 90600,
        "high": 90600,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_6f0a2dc36443",
      "series_key": "ps_359327e14cf22ed2",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Operator-published all-in range, fully choreographed show — Creative Skies",
      "low": 80,
      "high": 200,
      "currency": "USD",
      "unit": "per drone",
      "region": "US",
      "source_url": "https://www.creativeskies.com/blog/drone-show-cost-2026-pricing-guide/",
      "as_of": "2026",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:6f0a2dc364437522489b427e1e2e6337fd055f519c8110b9930fd9661b1dfa08",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 80,
        "high": 200,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_702af52e63f5",
      "series_key": "ps_948fb32886acafa0",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Typical starting price for a custom drone show (Cyberdrone)",
      "low": 30000,
      "high": null,
      "currency": "USD",
      "unit": "per show",
      "region": "global",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:702af52e63f5ca408a2fe674e9b38335a0b7cd0b530634990ac276ee93423637",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 30000,
        "high": null,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_7321d9240990",
      "series_key": "ps_0fe7cf0c463b5ed5",
      "kind": "provider_published",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": "cyberdrone",
      "description": "Drone light show, typical starting price (min. 100 drones)",
      "low": 30000,
      "high": null,
      "currency": "USD",
      "unit": "per show",
      "region": "",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:7321d92409904d1f46fb38a8a9de7c0961dc161461277c4ab339ad11bc065437",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 30000,
        "high": null,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_bf3c5f98af02",
      "series_key": "ps_1d19193c72c9dd56",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Municipal bid, 200–400 drone show, all-in (design, music, permits, crew, travel) — City of Mountain House RFP",
      "low": 185,
      "high": 195,
      "currency": "USD",
      "unit": "per drone",
      "region": "US",
      "source_url": "https://pub-mountainhouse.escribemeetings.com/FileStream.ashx?DocumentId=1171",
      "as_of": "2026-03",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:bf3c5f98af02f0f15289343c77c45f73563456212347769b964402dc25ae2a94",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 185,
        "high": 195,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_c4641a29625e",
      "series_key": "ps_d190d4a650ca7c4e",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Typical Australian drone show range by scale",
      "low": 30000,
      "high": 750000,
      "currency": "AUD",
      "unit": "per show",
      "region": "AU",
      "source_url": "https://www.flyingglass.com.au/drone-show-guide/",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:c4641a29625ea543ad60ba3bbaa6ac9e2f81bbffc7b8f9a769c13a49114a9c6d",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 21067,
        "high": 526685,
        "fx": {
          "pair": "AUD/USD",
          "rate": 0.702247,
          "aud_per_usd": 1.424,
          "rate_date": "2026-10-23",
          "source": "European Central Bank reference rates via Frankfurter",
          "source_url": "https://api.frankfurter.dev/v1/latest?base=USD"
        },
        "note": "Converted at the published reference rate on 2026-10-23, not at the price's as_of date. Indicative only."
      }
    },
    {
      "id": "po_20261025_cf7f26e4926a",
      "series_key": "ps_a1be5297a0bb22a7",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Small ~100-drone show in Australia",
      "low": 25000,
      "high": 50000,
      "currency": "AUD",
      "unit": "per show",
      "region": "AU",
      "source_url": "https://www.flyingglass.com.au/drone-show-guide/",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:cf7f26e4926af01d301b3991f5c29770d3379c037d7cfa1e7c767ae93b9ac38c",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 17556,
        "high": 35112,
        "fx": {
          "pair": "AUD/USD",
          "rate": 0.702247,
          "aud_per_usd": 1.424,
          "rate_date": "2026-10-23",
          "source": "European Central Bank reference rates via Frankfurter",
          "source_url": "https://api.frankfurter.dev/v1/latest?base=USD"
        },
        "note": "Converted at the published reference rate on 2026-10-23, not at the price's as_of date. Indicative only."
      }
    },
    {
      "id": "po_20261025_e3925d4d8651",
      "series_key": "ps_72cb07831497eb21",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Average show cost (~218 drones, ~$233/drone) per SPH Engineering market analysis",
      "low": 52500,
      "high": 52500,
      "currency": "USD",
      "unit": "per show",
      "region": "North America",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:e3925d4d86517a61927269235c3d2d314d1d855ad444e1165eef9bd96e3a1d0a",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 52500,
        "high": 52500,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_ee2e931fd3ec",
      "series_key": "ps_da857865d2253dd7",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Industry guide range incl. large US operators (cites Sky Elements' public $350–$500/drone)",
      "low": 200,
      "high": 500,
      "currency": "USD",
      "unit": "per drone",
      "region": "US",
      "source_url": "https://dronegearhq.com/guides/drone-light-show-cost/",
      "as_of": "2026",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:ee2e931fd3ecc786e4c83079c5aeb6be6a8d0768240a1b7b42de3edf806ca4b2",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 200,
        "high": 500,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_f98f3561ec59",
      "series_key": "ps_1b9ccd3703ca3133",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": null,
      "description": "Average show cost (~307 drones, ~$195/drone) per SPH Engineering market analysis",
      "low": 58400,
      "high": 58400,
      "currency": "USD",
      "unit": "per show",
      "region": "APAC",
      "source_url": "https://www.cyberdrone.com/pricing",
      "as_of": "2026-10",
      "observed_at": "2026-10-25T12:38:37.716Z",
      "content_hash": "sha256:f98f3561ec59bb2677d3c26d72565b257a859d637fe146999cbb7d9bb0c79945",
      "supersedes": null,
      "origin": "backfill",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 58400,
        "high": 58400,
        "note": "Already in target currency; no conversion."
      }
    },
    {
      "id": "po_20261025_ddb67cd0a757",
      "series_key": "ps_04ac705d0d84cb30",
      "kind": "provider_published",
      "use_case_id": "drone-light-show",
      "use_case_ids": [
        "drone-light-show"
      ],
      "provider_id": "kyowa-pr-drone-show",
      "description": "Budget example on the homepage: 100-drone show 'in the ¥2 million range' (200万円台) incl. planning, storyboard, original animation, on-site operation and safety management",
      "low": 2000000,
      "high": null,
      "currency": "JPY",
      "unit": "per show",
      "region": "JP",
      "source_url": "https://kyowa-japandroneshow.com/",
      "as_of": "2026-10-25",
      "observed_at": "2026-10-25T18:35:04.403Z",
      "content_hash": "sha256:ddb67cd0a75740eb79e89c41a611989a089e2cfd2ab3c5ebb7ee9e341ab21c80",
      "supersedes": null,
      "origin": "build",
      "change_reason": null,
      "current": true,
      "usd": {
        "currency": "USD",
        "low": 12755,
        "high": null,
        "fx": {
          "pair": "JPY/USD",
          "rate": 0.00637755,
          "jpy_per_usd": 156.8,
          "rate_date": "2026-10-23",
          "source": "European Central Bank reference rates via Frankfurter",
          "source_url": "https://api.frankfurter.dev/v1/latest?base=USD"
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        "note": "Converted at the published reference rate on 2026-10-23, not at the price's as_of date. Indicative only."
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  ],
  "series": [
    {
      "series_key": "ps_656658a801777a7d",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Average show cost (~396 drones, ~$330/drone) per SPH Engineering market analysis",
      "currency": "USD",
      "unit": "per show",
      "region": "IN",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 91700,
        "high": 91700,
        "as_of": "2026-10",
        "id": "po_20261025_034a07688d15"
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      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_b5efca9981cbaacd",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Average show cost (~401 drones, ~$316/drone) per SPH Engineering market analysis",
      "currency": "USD",
      "unit": "per show",
      "region": "Middle East & North Africa",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 112300,
        "high": 112300,
        "as_of": "2026-10",
        "id": "po_20261025_0d2cb996cd3c"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
      }
    },
    {
      "series_key": "ps_a7d87b3e7fcddbd0",
      "kind": "provider_published",
      "use_case_id": null,
      "provider_id": "inflight-drone-shows",
      "description": "Drone show pricing starts from around",
      "currency": "GBP",
      "unit": "per show",
      "region": "",
      "source_url": "https://inflight.show/indoor-drone-light-shows/",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
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        "high": null,
        "as_of": "2026-10",
        "id": "po_20261025_0dc4c47f85f4"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_c7efb88931281df3",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Average show cost (~115 drones, ~$218/drone) per SPH Engineering market analysis",
      "currency": "USD",
      "unit": "per show",
      "region": "LatAm",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 25550,
        "high": 25550,
        "as_of": "2026-10",
        "id": "po_20261025_14a887f3fd5d"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_5863a3c7b995db75",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Average show cost (~660 drones, ~$175/drone) per SPH Engineering market analysis",
      "currency": "USD",
      "unit": "per show",
      "region": "CN",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 114560,
        "high": 114560,
        "as_of": "2026-10",
        "id": "po_20261025_36aeb2ea9630"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_ad67719f98a26f48",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Average show cost (~182 drones, ~$227/drone) per SPH Engineering market analysis",
      "currency": "USD",
      "unit": "per show",
      "region": "EU",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 42034,
        "high": 42034,
        "as_of": "2026-10",
        "id": "po_20261025_3f213438ff09"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_d13983835de3b675",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "All-inclusive packages, 100–500 drones (permits, crew, design included) — Drone Show Bali rate card",
      "currency": "IDR",
      "unit": "per drone",
      "region": "ID",
      "source_url": "https://droneshowbali.com/pricing/",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 3191250,
        "high": 3746250,
        "as_of": "2026-10",
        "id": "po_20261025_44723ca9d462"
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      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_971ca5575c77a634",
      "kind": "provider_published",
      "use_case_id": null,
      "provider_id": "65drones",
      "description": "Indoor drone light show (small fleet)",
      "currency": "SGD",
      "unit": "per show",
      "region": "",
      "source_url": "https://www.65drones.com/pages/summary-of-drone-activities",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 3000,
        "high": 5800,
        "as_of": "2026-10",
        "id": "po_20261025_45d9b1905bd8"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_c382e43eb9f3d038",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Same bid, July 4th peak-date pricing (200+ drones)",
      "currency": "USD",
      "unit": "per drone",
      "region": "US",
      "source_url": "https://pub-mountainhouse.escribemeetings.com/FileStream.ashx?DocumentId=1171",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 550,
        "high": 850,
        "as_of": "2026-03",
        "id": "po_20261025_4c9235bb3bc7"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:28:55.540Z",
        "result": "unreachable",
        "by": "automatic"
      }
    },
    {
      "series_key": "ps_b2479b5f042fbc04",
      "kind": "provider_published",
      "use_case_id": "drone-light-show",
      "provider_id": "drone-sky-shows",
      "description": "Smallest package: 50 drones, 8-minute pre-programmed show near a major CBD (plus GST)",
      "currency": "AUD",
      "unit": "per show",
      "region": "",
      "source_url": "https://droneskyshows.com.au/faqs/",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 15000,
        "high": null,
        "as_of": "2026-10",
        "id": "po_20261025_5e74f8cb5dce"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:28:38.977Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_3ded08d189deab60",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Average show cost (~257 drones, ~$309/drone) per SPH Engineering market analysis",
      "currency": "USD",
      "unit": "per show",
      "region": "GB",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 90600,
        "high": 90600,
        "as_of": "2026-10",
        "id": "po_20261025_6476f32e3182"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
      }
    },
    {
      "series_key": "ps_359327e14cf22ed2",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Operator-published all-in range, fully choreographed show — Creative Skies",
      "currency": "USD",
      "unit": "per drone",
      "region": "US",
      "source_url": "https://www.creativeskies.com/blog/drone-show-cost-2026-pricing-guide/",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 80,
        "high": 200,
        "as_of": "2026",
        "id": "po_20261025_6f0a2dc36443"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_948fb32886acafa0",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Typical starting price for a custom drone show (Cyberdrone)",
      "currency": "USD",
      "unit": "per show",
      "region": "global",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 30000,
        "high": null,
        "as_of": "2026-10",
        "id": "po_20261025_702af52e63f5"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_0fe7cf0c463b5ed5",
      "kind": "provider_published",
      "use_case_id": "drone-light-show",
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      "description": "Drone light show, typical starting price (min. 100 drones)",
      "currency": "USD",
      "unit": "per show",
      "region": "",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
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        "high": null,
        "as_of": "2026-10",
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      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_1d19193c72c9dd56",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Municipal bid, 200–400 drone show, all-in (design, music, permits, crew, travel) — City of Mountain House RFP",
      "currency": "USD",
      "unit": "per drone",
      "region": "US",
      "source_url": "https://pub-mountainhouse.escribemeetings.com/FileStream.ashx?DocumentId=1171",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
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        "high": 195,
        "as_of": "2026-03",
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      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:28:55.540Z",
        "result": "unreachable",
        "by": "automatic"
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    },
    {
      "series_key": "ps_d190d4a650ca7c4e",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Typical Australian drone show range by scale",
      "currency": "AUD",
      "unit": "per show",
      "region": "AU",
      "source_url": "https://www.flyingglass.com.au/drone-show-guide/",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 30000,
        "high": 750000,
        "as_of": "2026-10",
        "id": "po_20261025_c4641a29625e"
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      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_a1be5297a0bb22a7",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Small ~100-drone show in Australia",
      "currency": "AUD",
      "unit": "per show",
      "region": "AU",
      "source_url": "https://www.flyingglass.com.au/drone-show-guide/",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 25000,
        "high": 50000,
        "as_of": "2026-10",
        "id": "po_20261025_cf7f26e4926a"
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      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_72cb07831497eb21",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Average show cost (~218 drones, ~$233/drone) per SPH Engineering market analysis",
      "currency": "USD",
      "unit": "per show",
      "region": "North America",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 52500,
        "high": 52500,
        "as_of": "2026-10",
        "id": "po_20261025_e3925d4d8651"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
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    },
    {
      "series_key": "ps_da857865d2253dd7",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Industry guide range incl. large US operators (cites Sky Elements' public $350–$500/drone)",
      "currency": "USD",
      "unit": "per drone",
      "region": "US",
      "source_url": "https://dronegearhq.com/guides/drone-light-show-cost/",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 200,
        "high": 500,
        "as_of": "2026",
        "id": "po_20261025_ee2e931fd3ec"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
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    },
    {
      "series_key": "ps_1b9ccd3703ca3133",
      "kind": "benchmark",
      "use_case_id": "drone-light-show",
      "provider_id": null,
      "description": "Average show cost (~307 drones, ~$195/drone) per SPH Engineering market analysis",
      "currency": "USD",
      "unit": "per show",
      "region": "APAC",
      "source_url": "https://www.cyberdrone.com/pricing",
      "observations": 1,
      "first_observed_at": "2026-10-25T12:38:37.716Z",
      "last_observed_at": "2026-10-25T12:38:37.716Z",
      "current": true,
      "latest": {
        "low": 58400,
        "high": 58400,
        "as_of": "2026-10",
        "id": "po_20261025_f98f3561ec59"
      },
      "trend": null,
      "last_rechecked": {
        "checked_at": "2026-10-25T13:26:35.985Z",
        "result": "confirmed",
        "by": "automatic"
      }
    },
    {
      "series_key": "ps_04ac705d0d84cb30",
      "kind": "provider_published",
      "use_case_id": "drone-light-show",
      "provider_id": "kyowa-pr-drone-show",
      "description": "Budget example on the homepage: 100-drone show 'in the ¥2 million range' (200万円台) incl. planning, storyboard, original animation, on-site operation and safety management",
      "currency": "JPY",
      "unit": "per show",
      "region": "JP",
      "source_url": "https://kyowa-japandroneshow.com/",
      "observations": 1,
      "first_observed_at": "2026-10-25T18:35:04.403Z",
      "last_observed_at": "2026-10-25T18:35:04.403Z",
      "current": true,
      "latest": {
        "low": 2000000,
        "high": null,
        "as_of": "2026-10-25",
        "id": "po_20261025_ddb67cd0a757"
      },
      "trend": null,
      "last_rechecked": null
    }
  ],
  "note": "Only one observation per series so far: we started recording every price on 2026-10-25 and re-check every source on a schedule. A trend appears when a re-checked source shows a different price (we never overwrite old observations).",
  "pagination": {
    "total": 21,
    "limit": 200,
    "offset": 0,
    "returned": 21,
    "next_offset": null,
    "next": null,
    "prev": null
  },
  "license": "Whirrwork (https://whirrwork.com), CC BY 4.0"
}