diff --git a/main.tex b/main.tex
index 4428bea..2ac9809 100644
--- a/main.tex
+++ b/main.tex
@@ -70,7 +70,8 @@
 %----------HEADING-----------------
 \begin{tabular*}{\textwidth}{l@{\extracolsep{\fill}}r}
   \textbf{\Large Bony Roopchandani} & Email : \href{mailto:bonyroopchandani@gmail.com}{bonyroopchandani@gmail.com}\\
-  \href{https://bonyroopchandani.com/}{https://bonyroopchandani.com/} & Mobile : +91-8233085557 \\
+  \href{https://bonyroopchandani.com/}{https://bonyroopchandani.com/} & LinkedIn : \href{https://www.linkedin.com/in/bony2023/}{linkedin.com/in/bony2023/} \\
+  Ontario, Canada & Mobile : +1-343-297-8233 \\
 \end{tabular*}
 
 
@@ -78,13 +79,17 @@
 \section{Experience}
   \resumeSubHeadingListStart
     \resumeSubheading
-      {Shopify}{Ottawa, Canada}
+      {Shopify}{Remote (Ottawa, Canada)}
       {Senior Developer}{March 2021 - Present}
       \resumeItemListStart
-        \resumeItem{Billing}
-          {Building resilient billing system for Shopify so that merchants using it can pay their bills with ease.}
-        \resumeItem{Reconciliation}
-          {Part of developing reconciliation system at Shopify which does the bookkeeping of all the money movements at Shopify.}
+        \item\small
+          {Contributed to implementing local currency billing at Shopify and led the integration of the UPI payment method, enabling the collection of approximately \$12M in pending bills from merchants in India.}
+        \item\small
+          {Led the implementation of tax jurisdictions for Shopify's billing system, enabling accurate tax collection across multiple countries and saving the company approximately \$5M in tax liabilities.}
+        \item\small
+          {Led the migration of a 20+ TB archival database from MySQL to BigQuery, implementing a data replication layer which enabled $\sim$10x faster financial reconciliation analysis while eliminating MySQL maintenance costs.}
+        \item\small
+          {Improved the logic for importing financial documents into Netsuite, increasing throughput by 1.5x and reducing timeout errors, thus enabling the Shopify finance team to expedite month-end closures.}
       \resumeItemListEnd
 
 
@@ -92,10 +97,10 @@ \section{Experience}
       {Hiver}{Bengaluru, India}
       {Senior Software Engineer}{May 2019 - Feb 2021}
       \resumeItemListStart
-        \resumeItem{Backend}
-          {Responsible for building the services on the backend as well as architecting and incorporating features.}
-        \resumeItem{Frontend}
-          {Developing an internal tool that helps in tracking/debugging if any/what issues can be found in a system.}
+        \item\small
+          {Conceptualized and developed an internal Gmail emulator to test shared inbox logic, enabling comprehensive end-to-end integration testing which reduced production errors by nearly 50\%.}
+        \item\small
+          {Developed an internal tool to track email journey paths in shared inboxes, significantly reducing support and developer debugging time for issue identification.}
       \resumeItemListEnd
     
     
@@ -103,31 +108,29 @@ \section{Experience}
       {Datalicious}{Bengaluru, India}
       {Full Stack Engineer}{June 2017 - April 2019}
       \resumeItemListStart
-        \resumeItem{Dashboard}
-          {Responsible for implementing dashboard using React, D3, and Flask for the product which aims at providing better insights into customer journeys over a website. My responsibilities included grooming stories for a new feature, planning and managing the dashboard.}
-        \resumeItem{Data Integration Service}
-          {Responsible for creating an integration service which fetches data from various ad-marketing platforms and exports them to a data warehouse for further processing.}
-        \resumeItem{Tag Management System}
-          {Worked on the development and management of a Tag management system, that enables third-party tracking, analysis, and reporting.}
+        \item\small
+          {Built a dashboard using React, D3, and Flask to enhance insights into customer journeys, including feature planning, story grooming, and task management.}
+        \item\small
+          {Developed a service to aggregate data from ad-marketing platforms and export it to a data warehouse for streamlined post-processing.}
+        \item\small
+          {Maintained a system for third-party tracking, analysis, and reporting of customer interactions.}
       \resumeItemListEnd
 
     \resumeSubheading
       {Loktra}{Bengaluru, India}
       {Full Stack Engineer}{Dec 2016 - May 2017}
       \resumeItemListStart
-        \resumeItem{Field Workforce Automation Back-end}
-          {Led the effort to implemented back-end from scratch using Django for automated field workforce management software.}
-        \resumeItem{Location Tracking}
+        \item\small
+          {Led the implementation of a data pipeline to collect and clean coordinates, creating paths to visualize user journeys.}
+        \item\small
           {Created a horizontal scale database system to collect location coordinates from GPS devices.}
-        \resumeItem{Location Analysis}
-          {Implemented data pipeline to collect and clean the coordinates and create a path out of them to plot the user journeys.}
       \resumeItemListEnd
       
     \resumeSubheading
       {AppPerfect}{Udaipur, India}
       {Software Engineer}{Feb 2016 - Nov 2016}
       \resumeItemListStart
-        \resumeItem{Load Test and Web Test}
+        \item\small
           {Responsible for developing and implementing new features for Load testing and Web testing tools.}
       \resumeItemListEnd
   \resumeSubHeadingListEnd
@@ -144,16 +147,14 @@ \section{Education}
   
 
 % --------PROGRAMMING SKILLS------------
-\section{Technical Skills}
+\section{Skills}
  \resumeSubHeadingListStart
-    \resumeSubItem{Proficient}
-      {: JavaScript, Python, Ruby, HTML, CSS}
-    \resumeSubItem{Tools/Frameworks}
-      {: React/Vue, LESS/SASS, Webpack/Gulp/Grunt, Git}
+    \resumeSubItem{Languages}
+      {: Python, Ruby, Scala, Typescript, SQL}
+    \resumeSubItem{Technologies}
+      {: Flask, Django, React, Ruby on Rails, Docker, Git, GCP, AWS}
     \resumeSubItem{Data}
-      {: Google BigQuery, MySQL/PostgreSQL, MongoDB}
-    \resumeSubItem{Cloud Platforms}
-      {: Google Cloud Platform, Amazon Web Services}
+      {: MySQL, PostgreSQL, Google BigQuery}
  \resumeSubHeadingListEnd