diff --git a/libs/market-depth/src/lib/depth-chart-utils.spec.ts b/libs/market-depth/src/lib/depth-chart-utils.spec.ts
index cccd82600..2ca1b623f 100644
--- a/libs/market-depth/src/lib/depth-chart-utils.spec.ts
+++ b/libs/market-depth/src/lib/depth-chart-utils.spec.ts
@@ -74,7 +74,7 @@ describe('updateLevels', () => {
 
     const updates = [{ price: '132', volume: '200' }];
 
-    expect(updateLevels(priceLevels, updates, 2, 0, true)).toEqual([
+    expect(updateLevels(priceLevels, updates, 2, 0, false)).toEqual([
       { price: 1.35, volume: 200 },
       { price: 1.32, volume: 200 },
       { price: 1.28, volume: 100 },
diff --git a/libs/market-depth/src/lib/depth-chart-utils.ts b/libs/market-depth/src/lib/depth-chart-utils.ts
index 3e2a936cb..8266ab977 100644
--- a/libs/market-depth/src/lib/depth-chart-utils.ts
+++ b/libs/market-depth/src/lib/depth-chart-utils.ts
@@ -1,4 +1,6 @@
 import { addDecimal } from '@vegaprotocol/utils';
+import uniqBy from 'lodash/uniqBy';
+import reverse from 'lodash/reverse';
 
 interface PriceLevel {
   price: number;
@@ -41,9 +43,9 @@ export const updateLevels = (
   updates: RawPriceLevel[],
   decimalPlaces: number,
   positionDecimalPlaces: number,
-  reverse = false
+  ascending = true
 ) => {
-  updates.forEach((update) => {
+  uniqBy(reverse(updates || []), 'price').forEach((update) => {
     const updateLevel = parseLevel(
       update,
       decimalPlaces,
@@ -63,9 +65,9 @@ export const updateLevels = (
       }
     } else if (update.volume !== '0') {
       index = levels.findIndex((level) =>
-        reverse
-          ? level.price < updateLevel.price
-          : level.price > updateLevel.price
+        ascending
+          ? level.price > updateLevel.price
+          : level.price < updateLevel.price
       );
       if (index !== -1) {
         levels.splice(index, 0, updateLevel);
diff --git a/libs/market-depth/src/lib/depth-chart.tsx b/libs/market-depth/src/lib/depth-chart.tsx
index 7bbc0b4e5..be7d74119 100644
--- a/libs/market-depth/src/lib/depth-chart.tsx
+++ b/libs/market-depth/src/lib/depth-chart.tsx
@@ -9,6 +9,7 @@ import { useCallback, useEffect, useMemo, useRef, useState } from 'react';
 import { marketDataProvider, marketProvider } from '@vegaprotocol/market-list';
 import type { MarketData } from '@vegaprotocol/market-list';
 import type {
+  MarketDepthQuery,
   MarketDepthUpdateSubscription,
   PriceLevelFieldsFragment,
 } from './__generated__/MarketDepth';
@@ -22,6 +23,18 @@ interface DepthChartManagerProps {
 const formatMidPrice = (midPrice: string, decimalPlaces: number) =>
   Number(addDecimal(midPrice, decimalPlaces));
 
+const getMidPrice = (
+  sell: PriceLevelFieldsFragment[] | null | undefined,
+  buy: PriceLevelFieldsFragment[] | null | undefined,
+  decimalPlaces: number
+) =>
+  buy?.length && sell?.length
+    ? formatMidPrice(
+        ((BigInt(buy[0].price) + BigInt(sell[0].price)) / BigInt(2)).toString(),
+        decimalPlaces
+      )
+    : undefined;
+
 type DepthData = Pick<DepthChartProps, 'data' | 'midPrice'>;
 
 export const DepthChartContainer = ({ marketId }: DepthChartManagerProps) => {
@@ -30,6 +43,7 @@ export const DepthChartContainer = ({ marketId }: DepthChartManagerProps) => {
   const [depthData, setDepthData] = useState<DepthData | null>(null);
   const dataRef = useRef<DepthData | null>(null);
   const marketDataRef = useRef<MarketData | null>(null);
+  const rawDataRef = useRef<MarketDepthQuery['market'] | null>(null);
   const deltaRef = useRef<{
     sell: PriceLevelFieldsFragment[];
     buy: PriceLevelFieldsFragment[];
@@ -56,28 +70,28 @@ export const DepthChartContainer = ({ marketId }: DepthChartManagerProps) => {
         }
         dataRef.current = {
           ...dataRef.current,
-          midPrice: marketDataRef.current?.staticMidPrice
-            ? formatMidPrice(
-                marketDataRef.current?.staticMidPrice,
-                market.decimalPlaces
-              )
-            : undefined,
+          midPrice: getMidPrice(
+            rawDataRef.current?.depth.sell,
+            rawDataRef.current?.depth.buy,
+            market.decimalPlaces
+          ),
           data: {
-            buy: deltaRef.current.buy
+            buy: deltaRef.current.buy.length
               ? updateLevels(
                   dataRef.current.data.buy,
                   deltaRef.current.buy,
                   market.decimalPlaces,
                   market.positionDecimalPlaces,
-                  true
+                  false
                 )
               : dataRef.current.data.buy,
-            sell: deltaRef.current.sell
+            sell: deltaRef.current.sell.length
               ? updateLevels(
                   dataRef.current.data.sell,
                   deltaRef.current.sell,
                   market.decimalPlaces,
-                  market.positionDecimalPlaces
+                  market.positionDecimalPlaces,
+                  true
                 )
               : dataRef.current.data.sell,
           },
@@ -85,16 +99,23 @@ export const DepthChartContainer = ({ marketId }: DepthChartManagerProps) => {
         deltaRef.current.buy = [];
         deltaRef.current.sell = [];
         setDepthData(dataRef.current);
-      }, 1000),
+      }, 250),
     [market]
   );
 
+  useEffect(() => {
+    deltaRef.current.buy = [];
+    deltaRef.current.sell = [];
+  }, [marketId]);
+
   // Apply updates to the table
   const update = useCallback(
     ({
       delta: deltas,
+      data: rawData,
     }: {
-      delta?: MarketDepthUpdateSubscription['marketsDepthUpdate'];
+      delta?: MarketDepthUpdateSubscription['marketsDepthUpdate'] | null;
+      data: NonNullable<MarketDepthQuery['market']> | null;
     }) => {
       if (!dataRef.current) {
         return false;
@@ -109,6 +130,7 @@ export const DepthChartContainer = ({ marketId }: DepthChartManagerProps) => {
         if (delta.buy) {
           deltaRef.current.buy.push(...delta.buy);
         }
+        rawDataRef.current = rawData;
         updateDepthData();
       }
       return true;
@@ -116,7 +138,11 @@ export const DepthChartContainer = ({ marketId }: DepthChartManagerProps) => {
     [marketId, updateDepthData]
   );
 
-  const { data, error, loading } = useDataProvider({
+  const { data, error, loading } = useDataProvider<
+    NonNullable<MarketDepthQuery['market']> | null,
+    MarketDepthUpdateSubscription['marketsDepthUpdate'],
+    { marketId: string }
+  >({
     dataProvider: marketDepthProvider,
     update,
     variables,
@@ -155,9 +181,11 @@ export const DepthChartContainer = ({ marketId }: DepthChartManagerProps) => {
       return;
     }
     dataRef.current = {
-      midPrice: marketData.staticMidPrice
-        ? formatMidPrice(marketData.staticMidPrice, market.decimalPlaces)
-        : undefined,
+      midPrice: getMidPrice(
+        data.depth.sell,
+        data.depth.buy,
+        market.decimalPlaces
+      ),
       data: {
         buy:
           data.depth.buy?.map((priceLevel) =>
@@ -177,8 +205,12 @@ export const DepthChartContainer = ({ marketId }: DepthChartManagerProps) => {
           ) ?? [],
       },
     };
+    rawDataRef.current = data;
     setDepthData(dataRef.current);
-  }, [data, marketData, market]);
+    return () => {
+      updateDepthData.cancel();
+    };
+  }, [data, marketData, market, updateDepthData]);
 
   const volumeFormat = useCallback(
     (volume: number) =>
diff --git a/libs/market-depth/src/lib/orderbook-manager.tsx b/libs/market-depth/src/lib/orderbook-manager.tsx
index 552be50f1..3f853ffbd 100644
--- a/libs/market-depth/src/lib/orderbook-manager.tsx
+++ b/libs/market-depth/src/lib/orderbook-manager.tsx
@@ -75,6 +75,11 @@ export const OrderbookManager = ({ marketId }: OrderbookManagerProps) => {
     }, 250)
   );
 
+  useEffect(() => {
+    deltaRef.current.buy = [];
+    deltaRef.current.sell = [];
+  }, [marketId]);
+
   const update = useCallback(
     ({
       delta: deltas,