diff --git a/.jules/bolt.md b/.jules/bolt.md
index aca28d8..64b6e1b 100644
--- a/.jules/bolt.md
+++ b/.jules/bolt.md
@@ -9,3 +9,6 @@
 ## 2024-08-14 - [Rust String Parsing - Whitespace Semantics Regression]
 **Learning:** When optimizing whitespace scanning in Rust parsing loops by replacing `.char_indices()` with byte-level ASCII checks (e.g., `as_bytes().iter().position(|b| b.is_ascii_whitespace())`), it can introduce a subtle functional regression. Rust's `char::is_whitespace()` matches all Unicode whitespace characters (like non-breaking spaces), whereas `is_ascii_whitespace()` only matches standard ASCII whitespace.
 **Action:** When exact Unicode semantics must be preserved while optimizing, use `.find()` (e.g., `text.find(char::is_whitespace)`) instead of dropping down to byte-level operations. This leverages internal optimizations while preserving the exact semantic meaning of the original code.
+## 2026-08-16 - [Rust String Concatenation and Display Formatting Overhead]
+**Learning:** In hot paths like SQL compilation and AST formatting, relying on `.join()` and intermediate `.map().collect::<Vec<_>>().join()` operations causes substantial unnecessary heap allocation for short-lived Strings and Vecs.
+**Action:** When concatenating multiple strings or formatting values iteratively in Rust, iterate directly over the items and write directly to the buffer or `Formatter` rather than building intermediate `Vec`s and using `.join()`. This reduces memory overhead and improves performance.
diff --git a/compiler/rockql-ast/src/lib.rs b/compiler/rockql-ast/src/lib.rs
index 52b099a..d873460 100644
--- a/compiler/rockql-ast/src/lib.rs
+++ b/compiler/rockql-ast/src/lib.rs
@@ -64,17 +64,32 @@ impl Display for Transform {
         match self {
             Self::From { source } => write!(formatter, "from {source}"),
             Self::Filter { expression } => write!(formatter, "filter {expression}"),
-            Self::Select { columns } => write!(formatter, "select {}", columns.join(", ")),
+            Self::Select { columns } => {
+                // ⚡ Bolt Optimization: Prevent intermediate String and Vec allocation
+                // when formatting selected columns.
+                write!(formatter, "select ")?;
+                for (index, column) in columns.iter().enumerate() {
+                    if index > 0 {
+                        write!(formatter, ", ")?;
+                    }
+                    write!(formatter, "{}", column)?;
+                }
+                Ok(())
+            }
             Self::Derive { name, expression } => {
                 write!(formatter, "derive {name} = {expression}")
             }
             Self::Sort { items } => {
-                let values = items
-                    .iter()
-                    .map(ToString::to_string)
-                    .collect::<Vec<_>>()
-                    .join(", ");
-                write!(formatter, "sort {{{values}}}")
+                // ⚡ Bolt Optimization: Prevent temporary vectors and string allocations
+                // by directly writing sort items to the formatter.
+                write!(formatter, "sort {{")?;
+                for (index, item) in items.iter().enumerate() {
+                    if index > 0 {
+                        write!(formatter, ", ")?;
+                    }
+                    write!(formatter, "{}", item)?;
+                }
+                write!(formatter, "}}")
             }
             Self::Take { count } => write!(formatter, "take {count}"),
         }
diff --git a/compiler/rockql-sql/src/lib.rs b/compiler/rockql-sql/src/lib.rs
index 2baee83..dbdf53e 100644
--- a/compiler/rockql-sql/src/lib.rs
+++ b/compiler/rockql-sql/src/lib.rs
@@ -123,14 +123,28 @@ pub fn compile(query: &Query, dialect: Dialect) -> Result<String, SqlError> {
     sql.push('\n');
 
     if !filters.is_empty() {
+        // ⚡ Bolt Optimization: Avoid intermediate String allocation from `.join()`
+        // by pushing directly into the output buffer.
         sql.push_str("WHERE ");
-        sql.push_str(&filters.join("\n  AND "));
+        for (index, filter) in filters.iter().enumerate() {
+            if index > 0 {
+                sql.push_str("\n  AND ");
+            }
+            sql.push_str(filter);
+        }
         sql.push('\n');
     }
 
     if !sort_items.is_empty() {
+        // ⚡ Bolt Optimization: Avoid intermediate String allocation from `.join()`
+        // by pushing directly into the output buffer.
         sql.push_str("ORDER BY ");
-        sql.push_str(&sort_items.join(", "));
+        for (index, item) in sort_items.iter().enumerate() {
+            if index > 0 {
+                sql.push_str(", ");
+            }
+            sql.push_str(item);
+        }
         sql.push('\n');
     }