diff --git a/docs/api-reference/v4/endpoints/get-event.mdx b/docs/api-reference/v4/endpoints/get-event.mdx
index e1fbc6a..dbd4c71 100644
--- a/docs/api-reference/v4/endpoints/get-event.mdx
+++ b/docs/api-reference/v4/endpoints/get-event.mdx
@@ -1,5 +1,5 @@
---
-title: "Get Event V2 (Beta)"
+title: "Retrieve Event V2 (Beta)"
openapi: firework-v4-openapi get /firework/v4/events/
---
@@ -10,5 +10,5 @@ import EventResponses from '/snippets/event_model_examples/events_overview.mdx'
-The Get Event V2 endpoint is still in beta and is subject to change.
+The Retrieve Event V2 endpoint is still in beta and is subject to change.
diff --git a/docs/event-types-v2/bucket.mdx b/docs/event-types-v2/bucket.mdx
index b0987c4..998f702 100644
--- a/docs/event-types-v2/bucket.mdx
+++ b/docs/event-types-v2/bucket.mdx
@@ -5,9 +5,6 @@ title: "Bucket"
import BucketExample from '/snippets/event_model_examples/bucket.mdx'
The `bucket` type represents publicly exposed cloud storage containers, such as Amazon S3, Azure Blob, or Google Cloud Storage buckets.
-These records document information about misconfigured or accessible cloud storage endpoints, including domain names, providers, and discovered files.
-
-This type includes `bucket_object`, representing individual files (objects) discovered within publicly exposed cloud storage buckets.
-Each record identifies a single accessible object, typically containing metadata like its bucket location, provider, file path, and exposure source.
+These records document information about misconfigured or accessible cloud storage endpoints, including domain names and providers.
diff --git a/docs/event-types-v2/forum-post.mdx b/docs/event-types-v2/forum-post.mdx
index 19dfbfd..3040df3 100644
--- a/docs/event-types-v2/forum-post.mdx
+++ b/docs/event-types-v2/forum-post.mdx
@@ -5,6 +5,6 @@ title: "Forum Post"
import ForumPostExample from '/snippets/event_model_examples/forum_post.mdx'
The `forum_post` type represents an individual message or reply made within a forum thread on an underground or hacker-oriented site.
-Each record contains the message text, author alias, thread association, and metadata such as timestamps and extracted indicators (domains, emails, etc.).
+Each record contains the message text, author alias, message context, and metadata such as timestamps.
diff --git a/docs/event-types-v2/listing.mdx b/docs/event-types-v2/listing.mdx
index a93e99a..d83dbbb 100644
--- a/docs/event-types-v2/listing.mdx
+++ b/docs/event-types-v2/listing.mdx
@@ -6,6 +6,6 @@ import ListingExample from '/snippets/event_model_examples/listing.mdx'
The `listing` type represents marketplace product advertisements sourced from dark web or illicit online markets.
Each record captures a single product post, including its title, description, seller information, price, and shipping regions.
-Listings can refer to drugs, malware, guides, digital goods, counterfeit items, or stolen data, depending on the source market.
+Listings can be classified as selling drugs, malware, guides, digital goods, counterfeit items, or stolen data, depending on the source market.
diff --git a/docs/event-types-v2/overview.mdx b/docs/event-types-v2/overview.mdx
index d28df52..b28bc61 100644
--- a/docs/event-types-v2/overview.mdx
+++ b/docs/event-types-v2/overview.mdx
@@ -3,9 +3,12 @@ title: "Event Types V2 (Beta)"
description: "Overview of all Flare API event types"
---
-Event Types V2 is still in beta and is subject to change.
+Event Types V2 are still in beta and are subject to change.
+Currently these event type models are supported on the
+[Retrieve Event V2 Endpoint ](/api-reference/v4/endpoints/get-event)
+
| Event Type | Documentation |
| --------------------------- | -------------------------------------------------------------------------------------------- |
| `blog_post` | [Blog Post ](/event-types-v2/blog-post) |
@@ -13,10 +16,8 @@ Event Types V2 is still in beta and is subject to change.
| `chat_message` | [Chat Message ](/event-types-v2/chat-message) |
| `document` | [Ransomleak (document) ](/event-types-v2/ransom-leak) |
| `domain` | [Lookalike Domain (domain) ](/event-types-v2/domain) |
-| `forum_post` | [Forum Post & Topic ](/event-types-v2/forum-post) |
-| `listing` | [Listing ](/event-types-v2/listing) |
-| `paste` | [Paste ](/event-types-v2/paste) |
+| `forum_post` | [Forum Post & Topic ](/event-types-v2/forum-post) |
+| `listing` | [Listing ](/event-types-v2/listing) |
+| `paste` | [Paste ](/event-types-v2/paste) |
| `stealer_log` | [Stealer Log ](/event-types-v2/stealer-log) |
-| `social_media` | [Social media ](/event-types-v2/social-media) |
-
-Currently these event type models are supported on [get-event-v2](/api-reference/v4/endpoints/get-event)
+| `social_media` | [Social media ](/event-types-v2/social-media-account) |
diff --git a/docs/event-types-v2/ransom-leak.mdx b/docs/event-types-v2/ransom-leak.mdx
index 9030590..557fd13 100644
--- a/docs/event-types-v2/ransom-leak.mdx
+++ b/docs/event-types-v2/ransom-leak.mdx
@@ -8,7 +8,6 @@ The `ransomleak` (or `document` subtype) represents a public leak post made by a
Each record corresponds to a specific victim organization whose exfiltrated data is published as part of extortion attempts.
These entries typically include:
- Victim details (company name, country, industry).
-- Leak description and download links to stolen archives.
- Threat statements or ransom instructions.
diff --git a/docs/event-types-v2/social-media.mdx b/docs/event-types-v2/social-media-account.mdx
similarity index 55%
rename from docs/event-types-v2/social-media.mdx
rename to docs/event-types-v2/social-media-account.mdx
index 11bbad2..12bc190 100644
--- a/docs/event-types-v2/social-media.mdx
+++ b/docs/event-types-v2/social-media-account.mdx
@@ -1,10 +1,10 @@
---
-title: "Social Media"
+title: "Social Media Account"
---
import SocialMediaExample from '/snippets/event_model_examples/social_media_account.mdx'
-The `social_media` type represents social media account that we find related to events
+The `social_media` type represents social media accounts that we find related to events
that match identifiers.