Mixpanel taxonomyMixpanel — таксономія подій FROM CAPTURE

An analytics schema is a measurement philosophy. What Developer tracks = how Developer decides. Things that show up here are things they instrument, dashboard, and tune against. Things absent are things they don't (yet) care about. Аналітична схема — це філософія вимірювання. Що Developer трекає = як Developer приймає рішення. Те, що тут видно — це те, що вони інструментують, виводять на дашборди й тюнять. Те, чого тут немає — це те, що їх (поки що) не цікавить.

Highlights from this capture: Головне з цього захоплення:

• 108 properties on the single level start event, including difficulty_index, level_bucket_win_rate, level_bucket_name, level_bucket_stage, pity_counter_triggered, pity_reason, pity_threshold, level_formula_definition, level_formula_result, level_formula_components, current_dcx, current_dcx_stack. The win-rate bucket assignment that we said was server-side and invisible is RIGHT HERE on every level start — for this player's segment, the assignment shows up in the analytics payload.108 properties на одній лише події level start, включно з difficulty_index, level_bucket_win_rate, level_bucket_name, level_bucket_stage, pity_counter_triggered, pity_reason, pity_threshold, level_formula_definition, level_formula_result, level_formula_components, current_dcx, current_dcx_stack. Призначення win-rate-бакета, яке ми вважали server-side і невидимим, ТУТ — на кожному level-start: для сегмента цього гравця воно з'являється в аналітичному payload.
• Resource flow instrumented bidirectionally — every coin/wild/stock IN and OUT has a source property (e.g. "level completed"). The reward_syntax + reward_syntax_actual properties carry the exact reward formula evaluated at runtime, separately from what's in the static config. Lets you reconcile predicted reward (from formula) against actual reward (from analytics).Потік ресурсів інструментований двосторонньо — кожен coin/wild/stock IN і OUT має властивість source (напр. "level completed"). reward_syntax + reward_syntax_actual несуть точну формулу нагороди, обчислену у runtime, окремо від того, що у статичному конфігу. Дозволяє звірити прогнозовану нагороду (з формули) з фактичною (з аналітики).
• MTX events fire per-campaign with mtx campaign id, mtx campaign name, mtx event id, mtx event name, event type (e.g. DCXConfigChange), mtx segment key (def_default for this player), and full start/end-trigger expressions. Lets the DM team see Developer's LiveOps campaign-management language, including the trigger DSL.MTX-події спрацьовують per-campaign з mtx campaign id, mtx campaign name, mtx event id, mtx event name, event type (напр. DCXConfigChange), mtx segment key (def_default для цього гравця) і повними виразами start/end-тригерів. Дає DM-команді побачити DSL управління LiveOps-кампаніями від Developer, включно з мовою тригерів.
• Lifetime KPIs in every event — lifetime_net_level_tries, lifetime_brut_level_tries (gross vs net — they distinguish), lifetime_purchases, completed_purchases, days_from_last_purchase, dtc_ltv, dtc_trx_amount. Every event in the stream lets Developer slice the cohort by lifetime spending and play history simultaneously.Lifetime-KPI у кожній події — lifetime_net_level_tries, lifetime_brut_level_tries (валові vs чисті — вони розрізняють), lifetime_purchases, completed_purchases, days_from_last_purchase, dtc_ltv, dtc_trx_amount. Кожна подія в потоці дозволяє Developer одночасно різати когорту за lifetime-витратами і за історією гри.

Every resource in / coins in event in Mixpanel carries TWO related fields: reward_syntax (the template — what the server SAW as the candidate reward including all [X|Y] conditional branches) and reward_syntax_actual (the resolved string after the server picked which branch to fire). Diffing them reveals the exact A/B-variant decision made per reward, per player, per delivery. Кожна подія resource in / coins in у Mixpanel несе ДВА пов'язаних поля: reward_syntax (шаблон — те, що сервер бачив як кандидат-нагороду, разом з усіма умовними гілками [X|Y]) і reward_syntax_actual (вирішений рядок після того, як сервер обрав, яку гілку спрацювати). Diff показує точне рішення по A/B-варіанту, прийняте на кожну нагороду, для кожного гравця, на кожну видачу.

Why this matters: we already know that bundles have [X|Y] branches inside (visible in the Offers tab). But until this capture we didn't know WHICH branch gets picked at runtime. Now we do — every actual resolution is in the analytics stream. With a longer capture across more players, we could reconstruct the full A/B-assignment policy. Чому це важливо: ми вже знали, що бандли мають гілки [X|Y] (видно на вкладці Offers). Але до цього capture ми не знали, ЯКА гілка вибирається у runtime. Тепер знаємо — кожне реальне вирішення лежить у потоці аналітики. З довшим capture через більше гравців можна було б реконструювати повну політику призначення A/B.

Every level start event records current_dcx_stack — the ordered list of DCX bundles currently applied to this player. The first entry is the base config (e.g. V1.53.0 - Default = the bundle we captured as dcx-513.json). Subsequent entries are overlay campaigns that override specific values from base. Each overlay corresponds to a row in the MTX campaign list — they're feature-flag rollouts. Кожна подія level start записує current_dcx_stack — упорядкований список DCX-бандлів, поточно застосованих до гравця. Перший запис — базовий config (напр. V1.53.0 - Default = бандл, який ми захопили як dcx-513.json). Наступні записи — overlay-кампанії, що перевизначають конкретні значення з бази. Кожен overlay відповідає рядку в списку MTX-кампаній — це розкатки feature-flag-ів.

Why this matters: the dcx-513.json bundle we analysed is just the base. The actual config the player runs against is base + all active overlays merged. The overlay names reveal what features Developer considers experimental vs stable:

• Always applied (100%) overlays = stable features being maintained via overlay rather than baked into base: LCX Feature Flag, Haptic Android.
• Partial-rollout overlays = currently experimental or being staged: Turn on lootbox (78%), C_C (67%), Global Parameter CC (89%), Helpshift Enabled (89%).

The variance across levels (some level-starts have 6 overlays, others 7) hints at conditional overlays that may fire/not-fire based on level state or other triggers. Worth a deeper second capture to understand the conditional logic. Чому це важливо: бандл dcx-513.json, який ми проаналізували — це лише база. Реальний config, проти якого грає гравець — це база плюс усі активні overlay, злиті разом. Назви overlay розкривають, що Developer вважає експериментальним, а що стабільним:

• Завжди застосовані (100%) overlay = стабільні фічі, які підтримуються через overlay, а не вшиті в базу: LCX Feature Flag, Haptic Android.
• Overlay з частковою розкаткою = поточно експериментальні або в staging: Turn on lootbox (78%), C_C (67%), Global Parameter CC (89%), Helpshift Enabled (89%).

Варіація між level-стартами (у деяких 6 overlay, у деяких 7) натякає на умовні overlay, які можуть спрацювати або не спрацювати залежно від стану рівня чи інших тригерів. Варто глибшого другого capture, щоб зрозуміти умовну логіку.

{
  "asset_id": "cr-gift-02-v2",
  "asset_type": "MTX",
  "download_location": "https://prod-assets-cdn.domino-dreams.com/V4/Android/MTX/cr-gift-02-v2",
  "package_size": "220.73 KB",
  "package_size_bytes": 226029,
  "download_time": 1.12753295898438,
  "gameplay_state": null,
  "gameplay_state_breadcrumbs": "",
  "stars_earned": "0",
  "stars_balance": "0",
  "coins_balance": "10000",
  "wilds_balance": "1",
  "undos_balance": "1",
  "extra_stock_balance": "1",
  "free_levels_balance": "1",
  "coins_balance_in_allowance": "0",
  "area_id": "1",
  "level_id": "1",
  "level_costs_list_rounded": {
    "entry_cost_rounded": 1000,
    "undo_cost_rounded": 20,
    "wild_cost_rounded": 400,
    "extra_stock_cost_rounded": 350
  },
  "bonus_level_id": "0",
  "lifetime_tasks_completed": "0",
  "current_dcx": "V1.53.0 - Default",
  "lifetime_net_level_tries": "0",
  "lifetime_brut_level_tries": "0",
  "lifetime_purchases": "0",
  "completed_purchases": "0",
  "days_from_last_purchase": "null",
  "coins_allowance": "1000",
  "game_language": "English",
  "level_try_count": "0",
  "is_in_bonus_level_mode": "False",
  "dtc_ltv": "0",
  "dtc_trx_amount": "0",
  "level_wins": "0",
  "level_wins_range": "1-1",
  "current_dcx_stack": [
    "V1.53.0 - Default"
  ],
  "current_dcx_source": "Live",
  "dcx_current_revision": 13,
  "tailored_ads_consent_status": "True",
  "tailored_ads_toggle_visible": false,
  "ad_watched_lifetime": "0",
  "ad_revenue_lifetime": "0",
  "days_since_last_ad_watch": "-1",
  "push_notifications_enabled": true,
  "current_progress_bar": "",
  "rewarded_video_flag": "False",
  "harvest_cooldown": 60,
  "harvest_multiplier": 1,
  "pets_earned": 0,
  "play_button_skin_id": "default",
  "is_trail_active": "False",
  "trail_energy_balance": "0",
  "dynamic_resource_balance": null,
  "current_pcx": "1.48.4 - Default below 65",
  "current_pcx_stack": [
    "1.48.4 - Default below 65"
  ],
  "current_pcx_source": "Live",
  "current_pcx_revision": 11
}

{
  "asset_id": "cr-gift-03-v2",
  "asset_type": "MTX",
  "download_location": "https://prod-assets-cdn.domino-dreams.com/V4/Android/MTX/cr-gift-03-v2",
  "package_size": "223.88 KB",
  "package_size_bytes": 229257,
  "gameplay_state": null,
  "gameplay_state_breadcrumbs": "",
  "stars_earned": "0",
  "stars_balance": "0",
  "coins_balance": "10000",
  "wilds_balance": "1",
  "undos_balance": "1",
  "extra_stock_balance": "1",
  "free_levels_balance": "1",
  "coins_balance_in_allowance": "0",
  "area_id": "1",
  "level_id": "1",
  "level_costs_list_rounded": {
    "entry_cost_rounded": 1000,
    "undo_cost_rounded": 20,
    "wild_cost_rounded": 400,
    "extra_stock_cost_rounded": 350
  },
  "bonus_level_id": "0",
  "lifetime_tasks_completed": "0",
  "current_dcx": "V1.53.0 - Default",
  "lifetime_net_level_tries": "0",
  "lifetime_brut_level_tries": "0",
  "lifetime_purchases": "0",
  "completed_purchases": "0",
  "days_from_last_purchase": "null",
  "coins_allowance": "1000",
  "game_language": "English",
  "level_try_count": "0",
  "is_in_bonus_level_mode": "False",
  "dtc_ltv": "0",
  "dtc_trx_amount": "0",
  "level_wins": "0",
  "level_wins_range": "1-1",
  "current_dcx_stack": [
    "V1.53.0 - Default"
  ],
  "current_dcx_source": "Live",
  "dcx_current_revision": 13,
  "tailored_ads_consent_status": "True",
  "tailored_ads_toggle_visible": false,
  "ad_watched_lifetime": "0",
  "ad_revenue_lifetime": "0",
  "days_since_last_ad_watch": "-1",
  "push_notifications_enabled": true,
  "current_progress_bar": "",
  "rewarded_video_flag": "False",
  "harvest_cooldown": 60,
  "harvest_multiplier": 1,
  "pets_earned": 0,
  "play_button_skin_id": "default",
  "is_trail_active": "False",
  "trail_energy_balance": "0",
  "dynamic_resource_balance": null,
  "current_pcx": "1.48.4 - Default below 65",
  "current_pcx_stack": [
    "1.48.4 - Default below 65"
  ],
  "current_pcx_source": "Live",
  "current_pcx_revision": 11
}

{
  "reward_sequence_id": 0,
  "reward_sequence_type": "Level End",
  "source": "core game",
  "placement": null,
  "reward_sequence_step_type": "level reward overlay",
  "reward_sequence_max_step": 2,
  "reward_sequence_current_step": 1,
  "reward_sequence_step_is_skippable": false,
  "gameplay_state": "SuperPlay.Domino.Game.States.GameStateDomino",
  "gameplay_state_breadcrumbs": "GameStateDomino",
  "stars_earned": "1",
  "stars_balance": "1",
  "coins_balance": "11095",
  "wilds_balance": "1",
  "undos_balance": "1",
  "extra_stock_balance": "1",
  "free_levels_balance": "1",
  "coins_balance_in_allowance": "11.095",
  "area_id": "1",
  "level_id": "1",
  "level_costs_list_rounded": {
    "entry_cost_rounded": 0,
    "undo_cost_rounded": 20,
    "wild_cost_rounded": 400,
    "extra_stock_cost_rounded": 350
  },
  "bonus_level_id": "0",
  "lifetime_tasks_completed": "0",
  "current_dcx": "V1.53.0 - Default",
  "lifetime_net_level_tries": "1",
  "lifetime_brut_level_tries": "1",
  "lifetime_purchases": "0",
  "completed_purchases": "0",
  "days_from_last_purchase": "null",
  "coins_allowance": "1000",
  "game_language": "English",
  "level_try_count": "1",
  "is_in_bonus_level_mode": "False",
  "dtc_ltv": "0",
  "dtc_trx_amount": "0",
  "level_wins": "1",
  "level_wins_range": "1-20",
  "current_dcx_stack": [
    "V1.53.0 - Default",
    "DCX CC - LCX Feature Flag(18877.75255.1)",
    "Haptic Android TRUE CC(14014.59525.603085)"
  ],
  "current_dcx_source": "Live",
  "dcx_current_revision": 13,
  "tailored_ads_consent_status": "True",
  "tailored_ads_toggle_visible": false,
  "ad_watched_lifetime": "0",
  "ad_revenue_lifetime": "0",
  "days_since_last_ad_watch": "-1",
  "push_notifications_enabled": true,
  "current_progress_bar": "",
  "rewarded_video_flag": "False",
  "harvest_cooldown": 60,
  "harvest_multiplier": 1,
  "pets_earned": 0,
  "play_button_skin_id": "default",
  "is_trail_active": "False",
  "trail_energy_balance": "0",
  "dynamic_resource_balance": null,
  "current_pcx": "1.48.4 - Default below 65",
  "current_pcx_stack": [
    "1.48.4 - Default below 65"
  ],
  "current_pcx_source": "Live",
  "current_pcx_revision": 11,
  "total_friends_number": 0,
  "level_mode": "1",
  "level_mode_multiplier": "1",
  "active_mtx_events": null,
  "facebook_connected": false,
  "google_connected": false,
  "gamecenter_connected": false,
  "apple_connected": false
}

{
  "reward_sequence_id": 0,
  "reward_sequence_type": "Level End",
  "source": "core game",
  "placement": null,
  "reward_sequence_step_type": "level reward overlay",
  "reward_sequence_max_step": 2,
  "reward_sequence_current_step": 1,
  "was_skipped": false,
  "gameplay_state": "SuperPlay.Domino.Game.States.GameStateDomino",
  "gameplay_state_breadcrumbs": "GameStateDomino",
  "stars_earned": "1",
  "stars_balance": "1",
  "coins_balance": "11095",
  "wilds_balance": "1",
  "undos_balance": "1",
  "extra_stock_balance": "1",
  "free_levels_balance": "1",
  "coins_balance_in_allowance": "11.095",
  "area_id": "1",
  "level_id": "1",
  "level_costs_list_rounded": {
    "entry_cost_rounded": 0,
    "undo_cost_rounded": 20,
    "wild_cost_rounded": 400,
    "extra_stock_cost_rounded": 350
  },
  "bonus_level_id": "0",
  "lifetime_tasks_completed": "0",
  "current_dcx": "V1.53.0 - Default",
  "lifetime_net_level_tries": "1",
  "lifetime_brut_level_tries": "1",
  "lifetime_purchases": "0",
  "completed_purchases": "0",
  "days_from_last_purchase": "null",
  "coins_allowance": "1000",
  "game_language": "English",
  "level_try_count": "1",
  "is_in_bonus_level_mode": "False",
  "dtc_ltv": "0",
  "dtc_trx_amount": "0",
  "level_wins": "1",
  "level_wins_range": "1-20",
  "current_dcx_stack": [
    "V1.53.0 - Default",
    "DCX CC - LCX Feature Flag(18877.75255.1)",
    "Haptic Android TRUE CC(14014.59525.603085)"
  ],
  "current_dcx_source": "Live",
  "dcx_current_revision": 13,
  "tailored_ads_consent_status": "True",
  "tailored_ads_toggle_visible": false,
  "ad_watched_lifetime": "0",
  "ad_revenue_lifetime": "0",
  "days_since_last_ad_watch": "-1",
  "push_notifications_enabled": true,
  "current_progress_bar": "",
  "rewarded_video_flag": "False",
  "harvest_cooldown": 60,
  "harvest_multiplier": 1,
  "pets_earned": 0,
  "play_button_skin_id": "default",
  "is_trail_active": "False",
  "trail_energy_balance": "0",
  "dynamic_resource_balance": null,
  "current_pcx": "1.48.4 - Default below 65",
  "current_pcx_stack": [
    "1.48.4 - Default below 65"
  ],
  "current_pcx_source": "Live",
  "current_pcx_revision": 11,
  "total_friends_number": 0,
  "level_mode": "1",
  "level_mode_multiplier": "1",
  "active_mtx_events": null,
  "facebook_connected": false,
  "google_connected": false,
  "gamecenter_connected": false,
  "apple_connected": false
}

{
  "mtx_campaign_current_revision": 17,
  "mtx campaign id": 18877,
  "mtx campaign name": "LCXFeatureFlag_Test_270126_PRT",
  "mtx event id": 75255,
  "is_mtx_onboarding_event": false,
  "mtx event name": "DCX CC - LCX Feature Flag",
  "event type": "DCXConfigChange",
  "mtx segment key": "def_default",
  "event start time": "05/28/2026 13:51:51",
  "event end time": "03/24/2050 11:00:00",
  "placements": "()",
  "locked to initial segment": false,
  "event order": 0,
  "recurring type": "Never",
  "started count": 0,
  "recurring count": 0,
  "recurring cooldown": 0,
  "custom_attributes": "()",
  "start_trigger1": "{[Type,Auto],}",
  "start_triggers_expression": "((start_trigger1))",
  "end_triggers_expression": "",
  "gameplay_state": "SuperPlay.Domino.Game.States.GameStateMetaOrResume",
  "gameplay_state_breadcrumbs": "GameStateMetaOrResume",
  "stars_earned": "0",
  "stars_balance": "0",
  "coins_balance": "10000",
  "wilds_balance": "1",
  "undos_balance": "1",
  "extra_stock_balance": "1",
  "free_levels_balance": "1",
  "coins_balance_in_allowance": "0",
  "area_id": "1",
  "level_id": "1",
  "level_costs_list_rounded": {
    "entry_cost_rounded": 1000,
    "undo_cost_rounded": 20,
    "wild_cost_rounded": 400,
    "extra_stock_cost_rounded": 350
  },
  "bonus_level_id": "0",
  "lifetime_tasks_completed": "0",
  "current_dcx": "V1.53.0 - Default",
  "lifetime_net_level_tries": "0",
  "lifetime_brut_level_tries": "0",
  "lifetime_purchases": "0",
  "completed_purchases": "0",
  "days_from_last_purchase": "null",
  "coins_allowance": "1000",
  "game_language": "English",
  "level_try_count": "0",
  "is_in_bonus_level_mode": "False",
  "dtc_ltv": "0",
  "dtc_trx_amount": "0",
  "level_wins": "0",
  "level_wins_range": "1-1",
  "current_dcx_stack": [
    "V1.53.0 - Default"
  ],
  "current_dcx_source": "Live",
  "dcx_current_revision": 13,
  "tailored_ads_consent_status": "True",
  "tailored_ads_toggle_visible": false,
  "ad_watched_lifetime": "0",
  "ad_revenue_lifetime": "0",
  "days_since_last_ad_watch": "-1",
  "push_notifications_enabled": true,
  "current_progress_bar": "",
  "rewarded_video_flag": "False",
  "harvest_cooldown": 60,
  "harvest_multiplier": 1,
  "pets_earned": 0,
  "play_button_skin_id": "default",
  "is_trail_active": "False",
  "trail_energy_balance": "0",
  "dynamic_resource_balance": null,
  "current_pcx": "1.48.4 - Default below 65",
  "current_pcx_stack": [
    "1.48.4 - Default below 65"
  ],
  "current_pcx_source": "Live",
  "current_pcx_revision": 11,
  "total_friends_number": 0,
  "level_mode": "1",
  "level_mode_multiplier": "1"
}

{
  "tutorial_step": "WelcomeToDomino",
  "gameplay_state": "SuperPlay.Domino.Game.States.GameStateDomino",
  "gameplay_state_breadcrumbs": "GameStateDomino",
  "stars_earned": "0",
  "stars_balance": "0",
  "coins_balance": "10000",
  "wilds_balance": "1",
  "undos_balance": "1",
  "extra_stock_balance": "1",
  "free_levels_balance": "1",
  "coins_balance_in_allowance": "0",
  "area_id": "1",
  "level_id": "1",
  "level_costs_list_rounded": {
    "entry_cost_rounded": 1000,
    "undo_cost_rounded": 20,
    "wild_cost_rounded": 400,
    "extra_stock_cost_rounded": 350
  },
  "bonus_level_id": "0",
  "lifetime_tasks_completed": "0",
  "current_dcx": "V1.53.0 - Default",
  "lifetime_net_level_tries": "1",
  "lifetime_brut_level_tries": "1",
  "lifetime_purchases": "0",
  "completed_purchases": "0",
  "days_from_last_purchase": "null",
  "coins_allowance": "1000",
  "game_language": "English",
  "level_try_count": "1",
  "is_in_bonus_level_mode": "False",
  "dtc_ltv": "0",
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