EdTech Cloud Latency Delivery Logs

This dataset provides detailed logs of digital curriculum delivery sessions, including cloud latency metrics, content access details, device and network context, and delivery outcomes. Designed for EdTech platforms, it enables granular analysis of performance bottlenecks and supports proactive optimization of remote learning experiences across distributed environments.

  • last updated 29 Nov 2025
  • by GoMask
The brief that made it

Identify and troubleshoot cloud delivery bottlenecks for remote learners

Sample rows

preview · 8 of 75 rows · all 15 columns
session_idstringdelivery_statusstringretry_countintegerregionstringuser_idstringcontent_idstringcontent_typestringaccess_start_timedatetimeaccess_end_timedatetimelatency_msfloaterror_codestringdevice_typestringnetwork_typestringcontent_size_bytesintegerplatform_versionstring
S1-Az8K3JH9success0us-west-1U1034CVID-208video2024-05-12T09:07:43Z2024-05-12T09:46:15Z128.5blankdesktopwifi450000000v3.4.1
S1-KJ8Lf2Pssuccess0eu-central-1U1052CQZ-121quiz2024-05-13T14:18:01Z2024-05-13T14:24:37Z85.2blankmobilecellular45000v3.4.2
S1-PL9sV8Jzsuccess0ap-southeast-2U1034CDOC-514document2024-05-14T11:03:11Z2024-05-14T11:19:03Z53.9blanktabletwifi1200000v3.3.9
S1-XM8pW2Qzpartial1eu-west-2U1078CINT-831interactive2024-05-15T16:25:32Z2024-05-15T16:53:17Z172.8ERR_PARTIAL_01desktopethernet8000000v3.4.0
S1-TN3kF6Uqsuccess0us-east-2U1093CAUD-622audio2024-05-16T08:00:44Z2024-05-16T08:16:29Z63.7blankmobilewifi35000000v3.4.1
S1-FM4jR9Bdtimeout2us-west-2U1059CVID-208video2024-05-12T10:34:12Z2024-05-12T11:02:51Z210.2ERR_TIMEOUTtabletcellular450000000v3.4.2
S1-LW2hJ7Qxsuccess0eu-north-1U1045CDOC-514document2024-05-17T13:21:08Z2024-05-17T13:35:17Z40.1blankdesktopethernet1200000v3.3.8
S1-ZS7nL0Iwsuccess0us-east-1U1031CQZ-121quiz2024-05-13T15:22:54Z2024-05-13T15:24:06Z98.4blankmobilewifi45000v3.4.2

What the 75 rows show

from the 75-row sample

Success (delivery status) stands out: mean retry_count is 0.13, against 2.1 for the rest.

  • 0median retry_count
  • 3device types
  • 3network types
  • 5content types
  • 15platform versions
  • 122.9median latency_ms
Mean retry_count by delivery_status75 rows
0240.13success55 rows3.0failure5 rows2.4timeout7 rows1.3partial8 rows
retry_count75 rows, in bands of 0.5
025504801308042024retry_count →

Median 0, from 0 to 4.

region75 rows · top 10 of 15 values
  1. us-east-210
  2. us-west-18
  3. us-east-17
  4. eu-west-26
  5. us-west-26
  6. ap-northeast-16
  7. ap-southeast-16
  8. eu-central-15
  9. ap-southeast-25
  10. eu-west-15
15 columns by typefrom the column list below
  • string 10
  • integer 2
  • float 1
  • datetime 2

Columns

15 columns in three groups
blueprint · 15 columns
columntypedescriptionexample
Text 10 columns
session_idstringUnique identifier for each learner's content access sessionuniqueS1-Az8K3JH9
user_idstringUnique identifier for the learner accessing the contentU1034
content_idstringUnique identifier for the digital curriculum content accessedCVID-208
content_typestringType of digital content accessed (e.g., video, quiz, document)6 valuesvideo
delivery_statusstringStatus of content delivery during the sessionsuccess · failure · timeout · partialsuccess
error_codestringError code if delivery failed or was incomplete; blank if successfuloptionalERR_PARTIAL_01
regionstringGeographic region or cloud zone where the learner accessed the contentus-west-1
device_typestringType of device used to access the content (e.g., desktop, mobile, tablet)desktop · mobile · tablet · otherdesktop
network_typestringType of network connection used (e.g., wifi, cellular, ethernet)wifi · cellular · ethernet · otherwifi
platform_versionstringVersion of the EdTech platform used during the sessionoptionalv3.4.1
Numbers 3 columns
latency_msfloatMeasured cloud delivery latency in milliseconds for the session0 or more128.5
content_size_bytesintegerSize of the content delivered in bytes0 or more450000000
retry_countintegerNumber of delivery retries attempted during the session0 or more0
Dates and times 2 columns
access_start_timedatetimeTimestamp when the session started accessing the content2024-05-12T09:07:43Z
access_end_timedatetimeTimestamp when the session ended accessing the contentoptional2024-05-12T09:46:15Z

Use it for

  • median retry c…075 rowsmean retry count by d…0.13succ…3.0fail…2.4time…1.3part…

    An education dashboard

    Retry_count by delivery_status and a breakdown of region. Excel, Power BI or Tableau.

  • Why do the 55 success rows have a mean retry_count of 0.13?

    A root-cause class exercise

    Hand out the rows and one question. The answer is in the data, not in the brief.

  • A software demo

    Believable sessions with user_id, content_id and content_type to fill a screen in front of a buyer.

Not quite right?

Make it yours.

Same 15 columns, your size and your rules. See 20 rows before you pay.

Preview 20 rows free

1,000 rows: $1.99 · 10,000: $12.99One-time. No subscription. All prices

This dataset75 rows15 columns
Yours1,000 rows15 columnsregion: UK only

blueprint · edtech-cloud-latency-delivery-logs

Behind this dataset

Same schema. As many rows as you need.

These 75 rows came out of a blueprint — 15 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 row represents a unique content access event.
  • Records must include user role (student, teacher, admin).
  • Cloud latency (ms) must be measured at content load start.
  • Access events flagged if latency exceeds 400ms.
  • Platform version and delivery region are mandatory fields.
  • Session duration must be >= 1 minute for valid entry.
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
edtech-cloud-latency-delivery-logs

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