diff --git a/src/content/api-reference/authentication.mdx b/src/content/api-reference/authentication.mdx
index 18677a6..3022a19 100644
--- a/src/content/api-reference/authentication.mdx
+++ b/src/content/api-reference/authentication.mdx
@@ -52,31 +52,31 @@ const client = new XetherClient({ apiKey: process.env.XETHER_API_KEY });
- datasets:read
+ datasets:read
Read dataset metadata and versions
- datasets:write
+ datasets:write
Create and update datasets
- pipelines:read
+ pipelines:read
Read pipeline definitions
- pipelines:write
+ pipelines:write
Create and update pipelines
- executions:read
+ executions:read
Read execution status and logs
- executions:write
+ executions:write
Trigger pipeline executions
- admin
+ admin
Full access (use with caution)
@@ -142,15 +142,15 @@ curl -X POST https://auth.xether.ai/oauth/token \
- 401 Unauthorized
+ 401 Unauthorized
Missing or invalid API key
- 403 Forbidden
+ 403 Forbidden
Valid key but insufficient scope
- 429 Too Many Requests
+ 429 Too Many Requests
Rate limit exceeded
diff --git a/src/content/api-reference/overview.mdx b/src/content/api-reference/overview.mdx
index 71bac55..0f80754 100644
--- a/src/content/api-reference/overview.mdx
+++ b/src/content/api-reference/overview.mdx
@@ -67,15 +67,15 @@ Errors return a non-2xx status with:
- Free
+ Free
60
- Pro
+ Pro
600
- Enterprise
+ Enterprise
Unlimited
@@ -100,19 +100,19 @@ X-RateLimit-Reset: 1705312260
- Authentication
+ Authentication
Manage API keys and OAuth tokens
- Datasets
+ Datasets
Create, list, and manage datasets
- Pipelines
+ Pipelines
Define and manage pipelines
- Executions
+ Executions
Trigger and monitor pipeline runs
diff --git a/src/content/getting-started/core-concepts.mdx b/src/content/getting-started/core-concepts.mdx
index 5bbddf6..409a853 100644
--- a/src/content/getting-started/core-concepts.mdx
+++ b/src/content/getting-started/core-concepts.mdx
@@ -52,23 +52,23 @@ Dataset → [Ingest] → [Clean] → [Validate] → [Transform] → [Augment]
- ingest
+ ingest
Read data from a source (S3, database, API)
- clean
+ clean
Remove nulls, normalize formats, fix types
- validate
+ validate
Assert data quality rules
- transform
+ transform
Reshape, join, aggregate data
- augment
+ augment
Enrich with external data or ML predictions
diff --git a/src/content/integrations/postgresql.mdx b/src/content/integrations/postgresql.mdx
index 644db6e..971c4e6 100644
--- a/src/content/integrations/postgresql.mdx
+++ b/src/content/integrations/postgresql.mdx
@@ -272,87 +272,87 @@ config:
- INTEGER
+ INTEGER
integer
32-bit integer
- BIGINT
+ BIGINT
long
64-bit integer
- SMALLINT
+ SMALLINT
short
16-bit integer
- DECIMAL/NUMERIC
+ DECIMAL/NUMERIC
decimal
Precision and scale preserved
- REAL
+ REAL
float
Single precision
- DOUBLE PRECISION
+ DOUBLE PRECISION
double
Double precision
- BOOLEAN
+ BOOLEAN
boolean
True/False values
- VARCHAR/TEXT
+ VARCHAR/TEXT
string
Variable length string
- CHAR
+ CHAR
string
Fixed length string
- DATE
+ DATE
date
Date without time
- TIME
+ TIME
time
Time without date
- TIMESTAMP
+ TIMESTAMP
timestamp
Timestamp without timezone
- TIMESTAMPTZ
+ TIMESTAMPTZ
timestamp
Timestamp with timezone
- UUID
+ UUID
string
UUID as string
- JSON/JSONB
+ JSON/JSONB
object
JSON-like structure
- ARRAY
+ ARRAY
array
Array of values
- BYTEA
+ BYTEA
binary
Binary data
diff --git a/src/content/integrations/snowflake.mdx b/src/content/integrations/snowflake.mdx
index 3fe41d6..fa33f16 100644
--- a/src/content/integrations/snowflake.mdx
+++ b/src/content/integrations/snowflake.mdx
@@ -275,62 +275,62 @@ config:
- NUMBER
+ NUMBER
decimal
Precision and scale preserved
- INTEGER
+ INTEGER
integer
32-bit integer
- BIGINT
+ BIGINT
long
64-bit integer
- FLOAT
+ FLOAT
double
Double precision
- BOOLEAN
+ BOOLEAN
boolean
True/False values
- VARCHAR
+ VARCHAR
string
Variable length string
- DATE
+ DATE
date
Date without time
- TIMESTAMP
+ TIMESTAMP
timestamp
Timestamp with timezone
- TIMESTAMP_NTZ
+ TIMESTAMP_NTZ
timestamp
Timestamp without timezone
- VARIANT
+ VARIANT
object
JSON-like structure
- ARRAY
+ ARRAY
array
Array of values
- OBJECT
+ OBJECT
object
Key-value pairs
diff --git a/src/content/ml-services/outlier-detection.mdx b/src/content/ml-services/outlier-detection.mdx
index 84ddec1..81eb821 100644
--- a/src/content/ml-services/outlier-detection.mdx
+++ b/src/content/ml-services/outlier-detection.mdx
@@ -407,25 +407,25 @@ stages:
- < 10K rows
+ < 10K rows
< 10
Z-Score, IQR
Fast, simple
- 10K-1M rows
+ 10K-1M rows
10-50
Isolation Forest
Efficient, accurate
- 1M-10M rows
+ 1M-10M rows
50-100
Isolation Forest, LOF
Scalable
- > 10M rows
+ > 10M rows
> 100
Autoencoder, Ensemble
Complex patterns