Gaming
20 columns
85 rows
8 formats

Virtual Item Supply Chain Events

This dataset provides granular event-level tracking of virtual item supply chains in gaming environments, including item creation, transfer, optimization, and risk events. It enables studios and analytics teams to analyze item flows, identify operational bottlenecks, and assess risk factors, supporting improved efficiency and player experience. The flat schema design facilitates integration with BI tools and scalable analytics.

last updated 26 Dec 2025
by GoMask

The brief that made it

Analyzing virtual item flows and lifecycle in games

Sample rows

preview · 8 of 85 rows · all 20 columns

event_idstring	event_typestring	processing_time_secondsfloat	risk_flagboolean	virtual_item_typestring	event_timestampdatetime	virtual_item_idstring	virtual_item_namestring	player_idstring	source_entity_typestring	source_entity_idstring	destination_entity_typestring	destination_entity_idstring	quantityinteger	event_statusstring	bottleneck_flagboolean	optimization_typestring	game_idstring	studio_idstring	notesstring
EVT-10001	creation	1.43	false	weapon	2024-05-01T09:34:15Z	VITEM-001	Phoenix Rifle	PLR-5021	system	SYS-001	player	PLR-5021	1	completed	false	none	GAME-01	STUDIO-A	Initial distribution to player
EVT-10002	transfer	0.47	false	currency	2024-05-02T13:15:22Z	VITEM-002	Gold Coin	PLR-5067	player	PLR-5067	marketplace	MP-003	500	completed	false	none	GAME-01	STUDIO-A	Player sold currency in marketplace
EVT-10003	optimization	2.95	false	consumable	2024-05-03T10:56:37Z	VITEM-003	Health Potion	PLR-5112	system	SYS-002	player	PLR-5112	3	completed	false	batch	GAME-01	STUDIO-A	Batch creation during event
EVT-10004	risk	7.41	true	skin	2024-05-04T16:23:18Z	VITEM-004	Nebula Cloak	PLR-5150	marketplace	MP-001	player	PLR-5150	1	pending	false	none	GAME-01	STUDIO-A	Unusual high-value skin transfer
EVT-10005	transfer	0.93	false	weapon	2024-05-05T19:17:55Z	VITEM-005	Crimson Blade	PLR-5019	player	PLR-5019	player	PLR-5021	1	completed	false	none	GAME-02	STUDIO-A	Gift between friends
EVT-10006	consumption	0.32	false	consumable	2024-05-06T08:21:13Z	VITEM-006	Mana Elixir	PLR-5094	player	PLR-5094	system	SYS-003	2	completed	false	none	GAME-02	STUDIO-A	Player consumed elixir during boss fight
EVT-10007	creation	1.07	false	currency	2024-05-07T22:15:28Z	VITEM-007	Diamond Token	PLR-5129	system	SYS-001	player	PLR-5129	10	completed	true	none	GAME-02	STUDIO-A	Limited event reward
EVT-10008	optimization	5.23	false	weapon	2024-05-08T12:38:02Z	VITEM-008	Emerald Staff	PLR-5147	player	PLR-5147	system	SYS-002	1	completed	false	upgrade	GAME-01	STUDIO-B	Player upgraded staff
EVT-10009	transfer	1.01	false	skin	2024-05-09T17:42:11Z	VITEM-009	Shadow Veil	PLR-5088	marketplace	MP-004	player	PLR-5088	1	completed	false	none	GAME-01	STUDIO-B	Skin purchased from marketplace
EVT-10010	risk	12.67	true	currency	2024-05-10T14:09:48Z	VITEM-010	Platinum Credit	PLR-5102	player	PLR-5102	marketplace	MP-002	1000	pending	true	none	GAME-02	STUDIO-B	Unusually large currency transfer flagged
EVT-10011	consumption	0.59	false	consumable	2024-05-11T11:07:37Z	VITEM-011	Stamina Brew	PLR-5136	player	PLR-5136	system	SYS-003	1	completed	false	none	GAME-02	STUDIO-B	Consumed during tournament
EVT-10012	creation	3.27	false	skin	2024-05-12T15:44:16Z	VITEM-012	Solar Armor	PLR-5022	system	SYS-002	player	PLR-5022	1	completed	false	none	GAME-01	STUDIO-B	Achievement unlock
EVT-10013	optimization	6.18	false	weapon	2024-05-13T20:33:49Z	VITEM-013	Obsidian Dagger	PLR-5047	player	PLR-5047	system	SYS-001	1	completed	false	merge	GAME-02	STUDIO-B	Merged daggers for upgrade
EVT-10014	transfer	1.67	false	consumable	2024-05-14T07:52:28Z	VITEM-014	Energy Capsule	PLR-5080	player	PLR-5080	player	PLR-5055	5	completed	true	none	GAME-02	STUDIO-B	Trade between players
EVT-10015	creation	0.93	false	currency	2024-05-15T13:32:19Z	VITEM-015	Silver Coin	PLR-5068	system	SYS-003	player	PLR-5068	100	completed	false	none	GAME-01	STUDIO-C	Daily login reward
EVT-10016	optimization	4.76	false	skin	2024-05-16T18:49:32Z	VITEM-016	Aurora Helm	PLR-5053	player	PLR-5053	system	SYS-001	1	completed	false	upgrade	GAME-02	STUDIO-C	Cosmetic upgrade
EVT-10017	risk	15.26	true	weapon	2024-05-17T22:58:07Z	VITEM-017	Quantum Bow	PLR-5134	marketplace	MP-003	player	PLR-5134	1	failed	false	none	GAME-01	STUDIO-C	Suspected duplicate item
EVT-10018	consumption	0.22	false	consumable	2024-05-18T15:03:52Z	VITEM-018	Revive Shard	PLR-5119	player	PLR-5119	system	SYS-002	1	completed	false	none	GAME-01	STUDIO-C	Used in resurrection event
EVT-10019	transfer	2.32	false	currency	2024-05-19T06:19:26Z	VITEM-019	Ruby Chip	PLR-5105	player	PLR-5105	marketplace	MP-001	250	pending	true	none	GAME-02	STUDIO-C	Marketplace latency
EVT-10020	creation	1.9	false	weapon	2024-05-20T11:38:47Z	VITEM-020	Frost Axe	PLR-5076	system	SYS-003	player	PLR-5076	1	completed	false	none	GAME-02	STUDIO-C	Seasonal event drop

What the 85 rows show

from the 85-row sample

Risk (event type) stands out: mean processing_time_seconds is 10.4, against 2.4 for the rest.

15%risk_flag = true
2.1median processing_time_seconds
3destination entity types
3event statuses
4source entity types
4optimization types

Mean processing_time_seconds by event_type84 rows

processing_time_seconds84 rows, in bands of 2

Median 2.1, from 0.0 to 15.3.

virtual_item_type84 rows with a value · 1 left blank

weapon27
currency21
consumable21
skin15

20 columns by typefrom the column list below

string 15
integer 1
float 1
datetime 1
boolean 2

Columns

20 columns in four groups

blueprint · 20 columns
column	type	description	example
Text 15 columns
`event_id`	string	Unique identifier for the supply chain eventunique	EVT-10001
`event_type`	string	Type of supply chain event (e.g., creation, transfer, optimization, consumption, risk)6 values	creation
`virtual_item_id`	string	Unique identifier for the virtual item involved in the event	VITEM-001
`virtual_item_type`	string	Type or category of the virtual item (e.g., weapon, skin, currency, consumable)4 types	weapon
`virtual_item_name`	string	Human-readable name of the virtual item	Phoenix Rifle
`player_id`	string	Unique identifier for the player associated with the event (if applicable)optional	PLR-5021
`source_entity_type`	string	Type of source entity (e.g., player, system, marketplace, NPC)player · system · marketplace · npc · other · optional	system
`source_entity_id`	string	Unique identifier for the source entityoptional	SYS-001
`destination_entity_type`	string	Type of destination entity (e.g., player, system, marketplace, NPC)player · system · marketplace · npc · other · optional	player
`destination_entity_id`	string	Unique identifier for the destination entityoptional	PLR-5021
`event_status`	string	Status of the event (e.g., completed, pending, failed)completed · pending · failed	completed
`optimization_type`	string	Type of optimization applied (e.g., batch, upgrade, merge)batch · upgrade · merge · none · other · optional	none
`game_id`	string	Unique identifier for the game or gaming environment6 games	GAME-01
`studio_id`	string	Unique identifier for the gaming studio11 studios	STUDIO-A
`notes`	string	Additional notes or comments about the eventoptional	Gift between friends
Numbers 2 columns
`quantity`	integer	Number of virtual items involved in the event1 or more	1
`processing_time_seconds`	float	Time taken to process the event (in seconds)0 or more · optional	1.43
Dates and times 1 column
`event_timestamp`	datetime	Date and time when the event occurred	2024-05-01T09:34:15Z
True or false 2 columns
`risk_flag`	boolean	Indicates if the event is flagged as a risk or anomalyoptional	false
`bottleneck_flag`	boolean	Indicates if the event is part of a supply chain bottleneckoptional	false

Use it for

A gaming dashboard
The risk_flag rate, processing_time_seconds by event_type and a breakdown of virtual_item_type. Excel, Power BI or Tableau.
Why do the 13 risk rows have a mean processing_time_seconds of 10.4?
A root-cause class exercise
Hand out the rows and one question. The answer is in the data, not in the brief.
Events85
EVT-100011.43creation
EVT-100047.41risk
EVT-1001012.67risk
A software demo
Believable events with event_type, event_timestamp and virtual_item_id to fill a screen in front of a buyer.

This dataset85 rows20 columns

Yours1,000 rows20 columns

blueprint · virtual-item-supply-chain-events

Behind this dataset

Same schema. As many rows as you need.

These 85 rows came out of a blueprint — 20 columns with generation rules behind each one. Open it in Data Factory to retune a column, add your own, wire in foreign keys, and run it at the size you actually need.

Rules it was built with

Each event must be tied to a unique virtual item ID.
Event type must be one of: creation, transfer, upgrade, consumption, or disposal.
Timestamp format is ISO 8601, no future dates allowed.
Involved actors (player, NPC, system) must be categorized and linked per event.
Supply chain stage must be designated as inbound, internal, or outbound.
Compliance events (e.g., anti-fraud, anti-cheat) must be flagged.

Rows1,000 rows10,000 rows100,000 rows1,000,000 rows

Open the blueprint in Data Factory

1 credit per row. Preview 20 rows free. Buy rows for the full run.

Exports: CSV, JSON, JSONL, Parquet, SQL, Excel, TSV, XML
Licence: yours to use, including commercially
API slug: virtual-item-supply-chain-events

What should your data show?

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Sample rows

What the 85 rows show

Columns

Use it for

A gaming dashboard

A root-cause class exercise

A software demo

Make it yours.

Same schema. As many rows as you need.

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