diff --git a/core-concepts/architecture/data_accessibility_layer.mdx b/core-concepts/architecture/data_accessibility_layer.mdx
index 0545f07..5d114b8 100644
--- a/core-concepts/architecture/data_accessibility_layer.mdx
+++ b/core-concepts/architecture/data_accessibility_layer.mdx
@@ -10,7 +10,7 @@ title: 'Data Accessibility Layer'
 - Data Providers: Provide On-Chain or Off-Chain data
 - Data Consumers: Consumers like LLM / Developers / Data Engineer and so on.
 - SCP: Storage-Based Consensus Paradigm. This is how the dataset is being proved.
-- CDC(Changelog): Change Data Capture. Data stored permanently in Arweave, like changelog which generated by CDC.
+- CDC(Changelog): Change Data Capture. Data stored permanently in Arweave, like changelog generated by CDC.
 - Dataset: Data set which is stored in any database or file system. It can be accessed directly by the data consumer through API / SQL / Sync.
 - Data Manifest: Data manifest is a metadata file that contains the information about the dataset.
 
@@ -65,4 +65,4 @@ All verified Raw Data is immutably and persistently stored on Arweave. Manuscrip
 
 In summary, Chainbase Network stands out by leveraging advanced technologies like Zero-Knowledge Proof(ZKP) and a Storage-Based Consensus Paradigm(SCP) to ensure data integrity and reliability. With decentralized and immutable storage on Arweave, and Manuscript for data processing, Chainbase Network offers robust data verification, seamless data services, and unparalleled data freshness. 
 
-This decentralized data lakehouse establishes Chainbase Network as a leader in secure and efficient data management.
\ No newline at end of file
+This decentralized data lakehouse establishes Chainbase Network as a leader in secure and efficient data management.
diff --git a/core-concepts/manuscript.mdx b/core-concepts/manuscript.mdx
index 1e6ea85..593f871 100644
--- a/core-concepts/manuscript.mdx
+++ b/core-concepts/manuscript.mdx
@@ -6,7 +6,7 @@ title: "Manuscript"
 
 Historically, alchemists often had formula books, also known as "alchemical manuscripts". These books contained recipes, procedures, and philosophical musings on turning base metals into gold, creating elixirs for immortality, and other transformative processes. The contents were typically written in cryptic and symbolic language to keep the knowledge secretive and exclusive.
 
-Now, the datasets in the Chainbase Network is like base metals, and the alchemists (developers) can use Manuscripts to process this data, extracting greater value from the existing data.
+Now, the datasets in the Chainbase Network are like base metals, and the alchemists (developers) can use Manuscripts to process this data, extracting greater value from the existing data.
 
 ![death spiral](../images/manuscripts_overview.png)
 
diff --git a/essentials/code.mdx b/essentials/code.mdx
index d2a462a..10d68a5 100644
--- a/essentials/code.mdx
+++ b/essentials/code.mdx
@@ -16,7 +16,7 @@ To denote a `word` or `phrase` as code, enclose it in backticks (`).
 
 ### Code Block
 
-Use [fenced code blocks](https://www.markdownguide.org/extended-syntax/#fenced-code-blocks) by enclosing code in three backticks and follow the leading ticks with the programming language of your snippet to get syntax highlighting. Optionally, you can also write the name of your code after the programming language.
+Use [fenced code blocks](https://www.markdownguide.org/extended-syntax/#fenced-code-blocks) by enclosing code in three backticks and following the leading ticks with the programming language of your snippet to get syntax highlighting. Optionally, you can also write the name of your code after the programming language.
 
 ```java HelloWorld.java
 class HelloWorld {
diff --git a/platform/overview.mdx b/platform/overview.mdx
index 7b54f04..65c0318 100644
--- a/platform/overview.mdx
+++ b/platform/overview.mdx
@@ -8,7 +8,7 @@ Welcome to Chainbase Data Platform docs. All-in-one web3 data infrastructure for
 
 Chainbase Data Platform is an all-in-one data infrastructure for Web3 that allows you to index, transform, and utilize large-scale on-chain data. It is a platform that provides a suite of tools and services to help you build, manage, and scale your Web3 applications.
 
-By leveraging enriched on-chain data and streaming computing technologies accross one data infrastructure, Chainbase Data Platform automates the indexing and querying of blockchain data, enabling developers to accomplish complex data tasks with ease.
+By leveraging enriched on-chain data and streaming computing technologies across one data infrastructure, Chainbase Data Platform automates the indexing and querying of blockchain data, enabling developers to accomplish complex data tasks with ease.
 
 ## Products & Features