diff --git a/package.json b/package.json
index 96e1bb09e..8fe8d9ccc 100644
--- a/package.json
+++ b/package.json
@@ -15,6 +15,7 @@
   "dependencies": {
     "js-yaml": "^4.1.0",
     "moment": "^2.29.4",
+    "moment-range": "^4.0.2",
     "ts-command-line-args": "^2.5.1",
     "typescript": "^5.1.6",
     "zod": "^3.22.4"
diff --git a/src/models/time-sync.ts b/src/models/time-sync.ts
index 2fba1326c..512388b6b 100644
--- a/src/models/time-sync.ts
+++ b/src/models/time-sync.ts
@@ -1,4 +1,6 @@
 import moment = require('moment');
+import {extendMoment} from 'moment-range';
+const momentRange = extendMoment(moment);
 
 import {STRINGS} from '../config';
 
@@ -6,7 +8,7 @@ import {ERRORS} from '../util/errors';
 import {UnitsDealer} from '../util/units-dealer';
 
 import {ModelParams, ModelPluginInterface} from '../types/model-interface';
-import {TimeNormalizerConfig} from '../types/time-sync';
+import {PaddingReceipt, TimeNormalizerConfig} from '../types/time-sync';
 import {UnitsDealerUsage} from '../types/units-dealer';
 import {UnitKeyName} from '../types/units';
 
@@ -110,7 +112,7 @@ export class TimeSyncModel implements ModelPluginInterface {
       }
 
       const method = dealer.askToGiveMethodFor(metric);
-      acc[method] = method === 'avg' || method === 'sum' ? 0 : input[metric];
+      acc[metric] = method === 'avg' || method === 'sum' ? 0 : input[metric];
 
       return acc;
     }, {} as ModelParams);
@@ -133,6 +135,67 @@ export class TimeSyncModel implements ModelPluginInterface {
     }
   }
 
+  /**
+   * Checks if padding is needed either at start of the timeline or the end and returns status.
+   */
+  private checkPadding(inputs: ModelParams[]): PaddingReceipt {
+    const startDiffInSeconds =
+      moment(inputs[0].timestamp).diff(moment(this.startTime)) / 1000;
+
+    const lastInput = inputs[inputs.length - 1];
+    const endDiffInSeconds =
+      moment(lastInput.timestamp)
+        .add(lastInput.duration, 'seconds')
+        .diff(moment(this.endTime)) / 1000;
+
+    return {
+      start: startDiffInSeconds > 0,
+      end: endDiffInSeconds < 0,
+    };
+  }
+
+  /**
+   * Pads zeroish inputs from the beginning or at the end of the inputs if needed.
+   */
+  private padInputs(
+    inputs: ModelParams[],
+    pad: PaddingReceipt,
+    dealer: UnitsDealerUsage
+  ): ModelParams[] {
+    const {start, end} = pad;
+    const paddedFromBeginning = [];
+
+    if (start) {
+      const dateRange = momentRange.range(
+        moment(this.startTime),
+        moment(inputs[0].timestamp).subtract(1, 'second')
+      );
+
+      for (const second of dateRange.by('second')) {
+        paddedFromBeginning.push(
+          this.fillWithZeroishInput(inputs[0], second.valueOf(), dealer)
+        ); // check if converting to value of is needed
+      }
+    }
+
+    const paddedArray = paddedFromBeginning.concat(inputs);
+
+    if (end) {
+      const lastInput = inputs[inputs.length - 1];
+      const dateRange = momentRange.range(
+        moment(lastInput.timestamp).add(lastInput.duration + 1, 'seconds'),
+        moment(this.endTime)
+      );
+
+      for (const second of dateRange.by('second')) {
+        paddedArray.push(
+          this.fillWithZeroishInput(lastInput, second.valueOf(), dealer)
+        );
+      }
+    }
+    return paddedArray;
+  }
+
   /**
    * Normalizes provided time window according to time configuration.
    */
@@ -140,8 +203,10 @@ export class TimeSyncModel implements ModelPluginInterface {
     this.validateParams();
 
     const dealer = await UnitsDealer();
+    const pad = this.checkPadding(inputs);
+    const paddedInputs = this.padInputs(inputs, pad, dealer);
 
-    return inputs
+    return paddedInputs
       .reduce((acc, input, index) => {
         const currentMoment = moment(input.timestamp);
 
@@ -149,7 +214,7 @@ export class TimeSyncModel implements ModelPluginInterface {
          * Checks if not the first input, then check consistency with previous ones.
          */
         if (index > 0) {
-          const previousInput = inputs[index - 1];
+          const previousInput = paddedInputs[index - 1];
           const previousInputTimestamp = moment(previousInput.timestamp);
           const compareableTime = previousInputTimestamp.add(
             previousInput.duration,
diff --git a/src/types/time-sync.ts b/src/types/time-sync.ts
index 9f7f10e87..fb1f8894a 100644
--- a/src/types/time-sync.ts
+++ b/src/types/time-sync.ts
@@ -3,3 +3,8 @@ export type TimeNormalizerConfig = {
   'end-time': string;
   interval: number;
 };
+
+export type PaddingReceipt = {
+  start: boolean;
+  end: boolean;
+};