diff --git a/crates/optimism/txpool/src/supervisor/client.rs b/crates/optimism/txpool/src/supervisor/client.rs
index 5b6c65eeb2..4cc67685b5 100644
--- a/crates/optimism/txpool/src/supervisor/client.rs
+++ b/crates/optimism/txpool/src/supervisor/client.rs
@@ -113,6 +113,7 @@ impl SupervisorClient {
             )
             .await
         {
+            self.inner.metrics.increment_metrics_for_error(&err);
             trace!(target: "txpool", hash=%hash, err=%err, "Cross chain transaction invalid");
             return Some(Err(InvalidCrossTx::ValidationError(err)));
         }
diff --git a/crates/optimism/txpool/src/supervisor/metrics.rs b/crates/optimism/txpool/src/supervisor/metrics.rs
index 1ccb217891..0c66d0039a 100644
--- a/crates/optimism/txpool/src/supervisor/metrics.rs
+++ b/crates/optimism/txpool/src/supervisor/metrics.rs
@@ -1,6 +1,11 @@
 //! Optimism supervisor and sequencer metrics
 
-use reth_metrics::{metrics::Histogram, Metrics};
+use crate::supervisor::InteropTxValidatorError;
+use op_alloy_rpc_types::InvalidInboxEntry;
+use reth_metrics::{
+    metrics::{Counter, Histogram},
+    Metrics,
+};
 use std::time::Duration;
 
 /// Optimism supervisor metrics
@@ -9,6 +14,29 @@ use std::time::Duration;
 pub struct SupervisorMetrics {
     /// How long it takes to query the supervisor in the Optimism transaction pool
     pub(crate) supervisor_query_latency: Histogram,
+
+    /// Counter for the number of times data was skipped
+    pub(crate) skipped_data_count: Counter,
+    /// Counter for the number of times an unknown chain was encountered
+    pub(crate) unknown_chain_count: Counter,
+    /// Counter for the number of times conflicting data was encountered
+    pub(crate) conflicting_data_count: Counter,
+    /// Counter for the number of times ineffective data was encountered
+    pub(crate) ineffective_data_count: Counter,
+    /// Counter for the number of times data was out of order
+    pub(crate) out_of_order_count: Counter,
+    /// Counter for the number of times data was awaiting replacement
+    pub(crate) awaiting_replacement_count: Counter,
+    /// Counter for the number of times data was out of scope
+    pub(crate) out_of_scope_count: Counter,
+    /// Counter for the number of times there was no parent for the first block
+    pub(crate) no_parent_for_first_block_count: Counter,
+    /// Counter for the number of times future data was encountered
+    pub(crate) future_data_count: Counter,
+    /// Counter for the number of times data was missed
+    pub(crate) missed_data_count: Counter,
+    /// Counter for the number of times data corruption was encountered
+    pub(crate) data_corruption_count: Counter,
 }
 
 impl SupervisorMetrics {
@@ -17,6 +45,30 @@ impl SupervisorMetrics {
     pub fn record_supervisor_query(&self, duration: Duration) {
         self.supervisor_query_latency.record(duration.as_secs_f64());
     }
+
+    /// Increments the metrics for the given error
+    pub fn increment_metrics_for_error(&self, error: &InteropTxValidatorError) {
+        if let InteropTxValidatorError::InvalidEntry(inner) = error {
+            match inner {
+                InvalidInboxEntry::SkippedData => self.skipped_data_count.increment(1),
+                InvalidInboxEntry::UnknownChain => self.unknown_chain_count.increment(1),
+                InvalidInboxEntry::ConflictingData => self.conflicting_data_count.increment(1),
+                InvalidInboxEntry::IneffectiveData => self.ineffective_data_count.increment(1),
+                InvalidInboxEntry::OutOfOrder => self.out_of_order_count.increment(1),
+                InvalidInboxEntry::AwaitingReplacement => {
+                    self.awaiting_replacement_count.increment(1)
+                }
+                InvalidInboxEntry::OutOfScope => self.out_of_scope_count.increment(1),
+                InvalidInboxEntry::NoParentForFirstBlock => {
+                    self.no_parent_for_first_block_count.increment(1)
+                }
+                InvalidInboxEntry::FutureData => self.future_data_count.increment(1),
+                InvalidInboxEntry::MissedData => self.missed_data_count.increment(1),
+                InvalidInboxEntry::DataCorruption => self.data_corruption_count.increment(1),
+                InvalidInboxEntry::UninitializedChainDatabase => {}
+            }
+        }
+    }
 }
 
 /// Optimism sequencer metrics